Owens and Minnie Ruth Solomon met at Fairmount Junior High School in Cleveland when he was 15 years old and she was 13 years old. They dated steadily through high school. Ruth gave birth to their first daughter, Gloria, in 1932. They married in 1935 and had two more daughters together: Marlene, born in 1939, and Beverly, born in 1940. They remained married until his death