Gérin-Lajoie ran unsuccessfully as a Liberal candidate in the riding of Vaudreuil-Soulanges in the 1956 general election and in a 1957 by-election. He was elected in Vaudreuil-Soulanges in the 1960 election and was re-elected in 1962 and 1966.