I counted every amazon link on every single question and answer page (5,427 pages) from the human relations category of Ask.MetaFilter. This spans more than five years worth of advice.
Personally, I trust this list to be the best books on the topic. That's because I believe in the power of hive minds, and I believe that MetaFilter is one of the best hive minds out there. I don't know why MetaFilter is so good. Perhaps it's because it costs $5 to join the community, or that it has a slight bias for librarians. All I know is that some book recommendations on there have changed my life.
And now I have a lot more reading to do.
-  | Feeling Good: The New Mood Therapy Revised and Updated by David D. Burns |                  |
 | The Five Love Languages: How to Express Heartfelt Commitment to Your Mate by Gary Chapman |                |
 | The Gift of Fear by Gavin De Becker |              |
 | How to Win Friends & Influence People by Dale Carnegie |           |
 | The Feeling Good Handbook by David D. Burns |           |
 | Difficult Conversations: How to Discuss what Matters Most by Douglas Stone, Bruce Patton, Sheila Heen, Roger Fisher |          |
 | You Just Don't Understand: Women and Men in Conversation by Deborah Tannen |          |
 | Learned Optimism: How to Change Your Mind and Your Life by Martin E. P. Seligman |         |
 | He's Just Not That Into You: The No-Excuses Truth to Understanding Guys by Greg Behrendt, Liz Tuccillo |         |
 | Passionate Marriage: Keeping Love and Intimacy Alive in Committed Relationships by David Schnarch PhD |         |
 | The Introvert Advantage: How to Thrive in an Extrovert World by Marti Olsen Laney |         |
 | Codependent No More: How to Stop Controlling Others and Start Caring for Yourself by Melody Beattie |        |
 | The Anxiety & Phobia Workbook, Fourth Edition by Edmund J. Bourne |        |
 | The Ethical Slut: A Guide to Infinite Sexual Possibilities by Dossie Easton, Catherine A. Liszt |        |
 | How to Talk So Kids Will Listen & Listen So Kids Will Talk by Adele Faber, Elaine Mazlish |       |
 | The Seven Principles for Making Marriage Work: A Practical Guide from the Country's Foremost Relationship Expert by John M. Gottman, Nan Silver |       |
 | Don't Shoot the Dog!: The New Art of Teaching and Training by Karen Pryor |      |
 | Getting the Love You Want: A Guide for Couples, 20th Anniversary Edition by Harville Hendrix |      |
 | How to Talk to Anyone: 92 Little Tricks for Big Success in Relationships by Leil Lowndes |      |
 | Stop Walking on Eggshells: Taking Your Life Back When Someone You Care About Has Borderline Personality Disorder by Paul T. Mason, Randi Kreger |      |
 | The Artist's Way: A Spiritual Path to Higher Creativity [10th Anniversary Edition] by Julia Cameron |      |
 | The Dance of Anger: A Woman's Guide to Changing the Patterns of Intimate Relationships by Harriet Lerner |      |
 | When Things Fall Apart: Heart Advice for Difficult Times by Pema Chodron |      |
 | Intimate Connections by David D. Burns |     |
 | Taking Charge of Your Fertility, 10th Anniversary Edition: The Definitive Guide to Natural Birth Control, Pregnancy Achievement, and Reproductive Health by Toni Weschler |     |
 | Emotional Intelligence: 10th Anniversary Edition; Why It Can Matter More Than IQ by Daniel Goleman |     |
 | Getting Things Done: The Art of Stress-Free Productivity by David Allen |     |
 | How to Be an Adult: A Handbook for Psychological and Spiritual Integration by David Richo |     |
 | Influence: The Psychology of Persuasion (Collins Business Essentials) by Robert B. Cialdini |     |
 | Man's Search for Meaning by Viktor E. Frankl |     |
 | Mind Over Mood: Change How You Feel by Changing the Way You Think by Dennis Greenberger, Christine Padesky |     |
 | Miss Manners' Guide to Excruciatingly Correct Behavior, Freshly Updated by Judith Martin, Gloria Kamen |     |
 | No More Mr. Nice Guy! by Robert A. Glover |     |
 | Party of One: The Loners' Manifesto by Anneli Rufus |     |
 | The Game: Penetrating the Secret Society of Pickup Artists by Neil Strauss |     |
 | The Power of Now: A Guide to Spiritual Enlightenment by Eckhart Tolle |     |
 | The War of Art: Break Through the Blocks and Win Your Inner Creative Battles by Steven Pressfield |     |
 | Toxic Parents: Overcoming Their Hurtful Legacy and Reclaiming Your Life by Susan Forward, Craig Buck |     |
 | Why Does He Do That?: Inside the Minds of Angry and Controlling Men by Lundy Bancroft |     |
 | Why Marriages Succeed or Fail: And How You Can Make Yours Last by John Gottman |     |
| A Guide to Rational Living by Albert Ellis, Robert A. Harper, Melvin Powers |    |
| Asperger Syndrome and Long-Term Relationships by Ashley Stanford |    |
| Blink: The Power of Thinking Without Thinking by Malcolm Gladwell |    |
| Divorce Busting: A Step-by-Step Approach to Making Your Marriage Loving Again by Michele Weiner-Davis |    |
| Emily Post's Etiquette, 17th Edition (Thumb Indexed) by Peggy Post |    |
| Getting to Yes: Negotiating Agreement Without Giving In by Roger Fisher, William L. Ury, Bruce Patton |    |
| Guide to Getting It On, 5th Edition by Paul Joannides |    |
| He's Scared, She's Scared: Understanding the Hidden Fears That Sabotage Your Relationships by Steven Carter, Julia Sokol |    |
| How to Stop Worrying and Start Living by Dale Carnegie |    |
| If... (Questions For The Game of Life) by Evelyn McFarlane, James Saywell |    |
| Mistakes Were Made (But Not by Me): Why We Justify Foolish Beliefs, Bad Decisions, and Hurtful Acts by Carol Tavris, Elliot Aronson |    |
| Nice Girls Don't Get the Corner Office: 101 Unconscious Mistakes Women Make That Sabotage Their Careers by Lois P. Frankel |    |
| Please Understand Me: Character and Temperament Types by David Keirsey, Marilyn Bates |    |
| Queen Bees and Wannabes: Helping Your Daughter Survive Cliques, Gossip, Boyfriends, and Other Realities of Adolescence by Rosalind Wiseman |    |
| Reviving Ophelia: Saving the Selves of Adolescent Girls by Mary Pipher, Ruth Ross |    |
| Siblings Without Rivalry: How to Help Your Children Live Together So You Can Live Too by Adele Faber, Elaine Mazlish |    |
| The 48 Laws of Power by Robert Greene |    |
| The Art of Seduction by Robert Greene |    |
| The Book of Questions by Gregory Stock |    |
| The Dance of Intimacy by Harriet Lerner |    |
| The Dangerous Book for Boys by Conn Iggulden, Hal Iggulden |    |
| The Definitive Book of Body Language by Barbara Pease, Allan Pease |    |
| The Drama of the Gifted Child: The Search for the True Self, Revised Edition by Alice Miller |    |
| The Four Agreements: A Practical Guide to Personal Freedom, A Toltec Wisdom Book by Don Miguel Ruiz |    |
| The Now Habit: A Strategic Program for Overcoming Procrastination and Enjoying Guilt-Free Play by Neil Fiore |    |
| The Relationship Cure: A 5 Step Guide to Strengthening Your Marriage, Family, and Friendships by John Gottman |    |
| The Shyness & Social Anxiety Workbook: Proven Techniques for Overcoming Your Fears by Martin M. Antony, Richard P. Swinson |    |
| Too Good to Leave, Too Bad to Stay: A Step-by-Step Guide to Help You Decide Whether to Stay In or Get Out of Your Relationship by Mira Kirshenbaum |    |
| Trauma and Recovery: The Aftermath of Violence--from Domestic Abuse to Political Terror by Judith Herman |    |
| What To Do When Someone You Love Is Depressed : A Practical, Compassionate, and Helpful Guide by Mitch Golant Ph.D., Susan K. Golant |    |
| When I Say No, I Feel Guilty by Manuel J. Smith |    |
| Why People Believe Weird Things: Pseudoscience, Superstition, and Other Confusions of Our Time by Michael Shermer, Stephen Jay Gould |    |
| Woman: An Intimate Geography by Natalie Angier |    |