 He was elected in the Gaspé electoral district under the Bloc Québécois party in the 1993 federal election.He was re-elected in 1997 under the restructured territory of the Bonaventure—Gaspé—Îles-de-la-Madeleine—Pabok riding.Bernier served in the 35th and 36th Canadian Parliaments before leaving Canadian politics.