Crabbe started swimming as a boy. He went to the University of Southern California, and was a member of its first swim team. He trained as an Olympics swimmer, and won a bronze medal in the 1928 Summer Olympics and a gold medal in the 1932 Summer Olympics. He won 16 world and 35 national records during his swimming career.