He ran as an Action libérale nationale candidate in the district of Chicoutimi in the 1935 provincial election and won.
Larouche joined Maurice Duplessis's Union Nationale and was re-elected in the 1936 election.
He resigned his seat and left provincial politics on April 13, 1938.
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