Parks was elected as a Democrat to the Sixty-seventh and to the seven succeeding Congresses (March 4, 1921-January 3, 1937). He was not a candidate for renomination in 1936. He continued the practice of law until his retirement. He died in Washington, D.C., February 12, 1950. He was interred in the Congressional Cemetery.