Scranton was born on July 19, 1917 in Madison, Connecticut. He studied at Yale University. Scranton was married to Mary Lowe Chamberlain. They had four children. Scranton died on July 28, 2013 in Santa Barbara, California from a cerebral hemorrhage, aged 96.