I know they had WMD, just not to the extent perpetuated. Saddam admitted to interrogator he lied about the extent to throw off Iran from attacking in their weakened state.
I believe it also was revealed that Saddam himself was mislead by his corrupt underlings, who stole the money Saddam intended for WMDs.