They wanted to oust a vulnerable incumbent, George W. Bush, who had to defend both a slumping economy plus an unpopular and (some felt) unjustified war.
Consider the case of Florida, the state that put George W. Bush in the White House by a margin of fewer than 300 votes out of the five million plus that Floridians cast that year.