Croom led the Bulldogs to a 3–8 (2–6 SEC) record in 2004. State began the season with a victory over Tulane, then lost five straight, to No. 18 Auburn, Maine, No. 13 LSU, Vanderbilt and UAB. The next week, State upset No. 20 Florida in what turned out to be the game that got Florida head coach Ron Zook fired. The next game saw State beat Kentucky. State then lost their final three games of the season to Alabama, Arkansas and Ole Miss.