I seem to recall it being fairly popular among the public back when it was proposed and first carried out, because there was a pretty widespread belief that Saddam did still have WMDs, and that he was somehow linked to 9/11. Those were both wrong, and there were certainly people who were skeptical, but it did have somewhat popular support at the time.
"Days before the 2003 invasion of Iraq, Maines told a London audience the band did not endorse the war and were "ashamed" of US President George W. Bush being from Texas. The remarks triggered boycotts in the US and backlash from fans." (https://en.wikipedia.org/wiki/The_Chicks)
I wouldn't expect either to be part of the Overton window, and both to be rather unhappy with current society. As for upper civil servants, corporations and the media, one has to suppose their interests are all aligned, as opposed to being in disagreement over various matters. Sounds like something you'd hear conservative christian or communist say. Someone unhappy with the current form of government who supposes there is a grand conspiracy preventing their ideal conservative or communist society from being realized. Instead of a majority of people not wanting such a society.
Both have a narrative of the world as being controlled by dark forces brainwashing people, instead of it being a complex, emergent structure from a messy history with nobody in control.
It's universal knowledge; you will hear it whether you are talking to a conservative christian or a communist, although the particular culturally appropriate way of phrasing it will change. You will even hear it from comfortable urban professionals, although couched in a way that makes it look like they're not excessively upset about it.
I have heard a lot of opinions, some of them bonkers, but there is one I have never heard; I challenge you to find one single American who believes that Iraq was invaded due to popular demand.