During the 2007 season, during which his team won eight games, including the Liberty Bowl, Croom garnered Coach of the Year awards from three organizations. On December 4, 2007, Croom was named coach of the year by the American Football Coaches Association for region two. The AFCA has five regional coaches of the year and announces a national coach of the year each January. That same year, on December 5, Croom was named SEC Coach of the Year twice, once as voted by the other SEC coaches and once as voted by The Associated Press. It was the first time a Mississippi State coach received the AP honor since Charley Shira in 1970 and the first time a Mississippi State coach received the coaches award since Wade Walker in 1957. After a 4–8 record in 2008, culminating with a 45–0 loss to rival No. 25 Ole Miss, Croom was asked by school officials to resign as head coach of the Bulldogs.