Coutu turned professional with the Canadiens in 1916–17, the last season of the NHA. He stayed with the Canadiens when the new NHL formed for 1917–18. During the Stanley Cup playoffs in 1919, Coutu and four other teammates contracted influenza and were hospitalized. The 1919 Stanley Cup series was cancelled.