Iraq was originally invaded as it was speculated that Saddam had ties with Al-Qaeda, and that he was secretly holding WMD (with, ironically, would have been sold to him buy George Bush Sr. to fight Iran).

It turned out that there were no WMD. And that there were no ties whatsoever with Saddam, or indeed any of the top officials in Iraq, and Al-Qaeda.