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It could also have been as simple as Saddam had once tried to assassinate GW's daddy and GW was ok with anything detrimental to Iraq's leadership.

In case younger readers are unaware, this really may have been a motive in itself — GWB was famously quoted saying “he tried to kill my Dad”.