"why didn't they blame it on Iraq?"

They did on 9/12, at least former CIA James Woosley did but reporters including Jennings were pushing back the theory. They also attempted to tie in Iraq to anthrax attacks shortly thereafter but were unsuccesful.

http://youtu.be/37tNdsfdTBo