 He lost re-election in 1962, when for the first time the Social Credit Party made a significant breakthrough in Quebec.He won a seat to the National Assembly of Quebec, representing Chicoutimi, in 1966 and was a member of the Union Nationale.From 1966 to 1970, Tremblay was the Minister of Cultural Affairs in the cabinets of Daniel Johnson, Sr and Jean-Jacques Bertrand.