His younger brother, Robert Lee Russell, was a lawyer and served as a federal judge, appointed by President Roosevelt and later by President Truman.
Russell was the uncle of Betty Russell Vandiver, and his support aided the career of her husband, Ernest Vandiver, who was lieutenant governor of Georgia from 1955 to 1959 and governor from 1959 to 1963.