They were expecting something, and deprioritized/ignored investigations that might have prevented it. I think they were only surprised by the scale of it.
The bigger and more obvious conspiracy was the package of actions they had pre-planned to take advantage of whatever happened (the Patriot Act, the Iraq War).
If they had planted passports, they would have been Iraqi passports. So weirdly, this one part of the story has to be true.