Master Sergeant Phelps was a member of Headquarters and Headquarters Company, 2nd Infantry Division. He was taken Prisoner of War while fighting the enemy in North Korea on December 1, 1950 and died while a prisoner on April 2, 1951. His remains were not recovered. His name is inscribed on the Courts of the Missing at the Honolulu Memorial.