Palmer died at the UPMC Presbyterian Hospital in Pittsburgh, Pennsylvania, where he was undergoing heart tests, the Pittsburgh Post-Gazette reported.
The United States Golf Association also confirmed his death in a tweet calling him "golf's greatest ambassador".
During a long career he won more than 90 tournaments worldwide, including seven majors.