Iraq was a threat to the region, and a potential terror threat.
You cannot find a single instance where anyone defending the war thought Iraq would directly attack the United States. It was enough that they could secretly support terrorists that would and could.
That's not to mention Saddam's proven record of disrupting the entire region, which is also a security issue for the U.S. and its allies.