Pronovost was elected only one time. This was in the 1988 federal election. When he was elected, he was a part of the Progressive Conservative Party. He was arrested in 1993 by the Quebec Provincial Police. He was found guilty of sexually assaulting young men. After he was charged of the crime, he stopped being a member of the Progressive Conservative Party. He kept his seat in Parliament until the 1993 federal election.