Moore was born on January 31, 1915 in Baltimore, Maryland. He studied at Baltimore City College. Moore was married to Eleanor "Nell" Borum Little from 1939 until her death in 1974. Then he was married to Mary Elizabeth De Chant from 1975 until his death in 1993. 