Adam Smith is celebrated as the 'Father of Capitalism' for his 'Invisible Hand' concept -- the idea that self-interest automatically benefits society. But a startling fact emerges from his actual writings: Smith used the phrase 'Invisible Hand' only 3 times in his entire body of work (once each in The Theory of Moral Sentiments, The Wealth of Nations, and History of Astronomy -- per Emma Rothschild, Harvard University Press, 2001). Meanwhile, his concept of the 'Impartial Spectator' -- an internal moral conscience based on empathy, justice, and social responsibility -- is the central theme of The Theory of Moral Sentiments (1759), mentioned hundreds of times. Smith himself considered TMS his greatest work, not Wealth of Nations. So why did capitalism adopt the minor metaphor and abandon the central philosophy? This article traces how the Industrial Revolution, the 'Adam Smith Problem,' the Chicago School, Cold War politics, and the mathematization of economics collectively cherry-picked one idea and discarded the rest.