Because the Saudis told us not to. And when the Saudis say “Jump!” the Bushes say, “How High?”
Maybe the Saudis knew that if the coalition were to go after Saddam directly, that the coalition would fracture?
Not arguing about the Bush Saudi connection, but tribal loyalties are a hell of a lot stronger and influential than the ME regimes.