On July 19, 2004, Andersen signed a multi-year deal with the New Orleans Hornets. He appeared in the NBA Slam Dunk Contest during the 2005 All-Star Weekend for the second year in a row, where he unsuccessfully tried the same dunk eight times at the Pepsi Center.