"Bush developed a sense that there was unfinished business from the first Persian Gulf War in the early 1990s, that leaving Saddam in power had been a mistake,” recalled journalist Barton Gellman.

His opposition intensified following the 1979 Islamic Revolution in Iran, which heightened Saddam’s fears of a Shiite-led uprising in Iraq. In 1980, as the government moved against Shiite ...