As reported in the Times today - the CIA actually sent a letter to congress in 2003 saying the probability of Iraq having WMD's was very low.  

The reason for the war was Bush / Cheney and that's it.  It wasn't the intelligence agencies, it was the republicans who wanted a war to try out their latest military toys