Guess what the dominant issue among voters was in 2006 right before the election? A disastrous war of choice in the Middle East started by a Republican presidential administration. (SOURCE: Pew Research)
Now bear in mind unlike the Iraq War, the Iran War was vastly unpopular from the beginning.
