In 1936, Griffith was elected as a Democrat to the first of two terms in Congress, having unseated Jared Y. Sanders, Jr., of Baton Rouge in the primary. However, he was defeated by Sanders in 1940 in a renomination bid for a third term. He died shortly after Sanders himself was unseated in District 6 by the long-term Representative James H. Morrison of Hammond, Louisiana.