 Moser was elected as a Democrat to the Seventy-fifth, Seventy-sixth, and Seventy-seventh Congresses.He served as Chairman of the United States House Committee on the Census during the Seventy-seventh Congress.He was an unsuccessful candidate for renomination in 1942 and for the Democratic nomination in 1944, 1948, and in 1950.