Saddam subdued the Islamists and kept their antics in check - especially the volatile Shias who were being encouraged by the Iranians. (Saudis and Kuwaitis financed Saddam to prevent the Iranian mullacracy from spreading to their territory.)
Just as Yugoslavia fell apart after Tito's demise, Iraq fell apart because of Saddam's ousting.