In the Senate, Taylor, known as "The Singing Cowboy," acquired a reputation for eccentric behavior.
Taylor also feuded with other Idaho Democrats, often making critical remarks about Charles Gossett, who resigned as governor in November 1945 to have his successor appoint him to the vacant U.S. Senate seat.