He became a member of the Contemporary Art Society in 1939. Gauvreau served overseas with the Canadian Army and on his return to Montreal, went back to the École des Beaux-Arts for two more years of study.
In 1939, he became a member of the Contemporary Art Society. During his service abroad with the Canadian Army, Gauvreau returned to Montreal and spent another two years studying at the École des Beaux-Arts.