Corbeau played junior hockey for the Penetang Hockey Club in the Ontario Hockey Association from 1910 until 1912, when he moved up to the intermediate team. Corbeau signed as a professional with the Halifax Crescents in 1913, playing one season before he signed with the Montreal Canadians in 1914. Corbeau would be a member of the Canadiens until October 1922 when he was traded to the Hamilton Tigers for cash. In December 1923 he became a member of the Toronto St. Pats as part of a trade. He stayed with the Toronto franchise and was one of the original Toronto Maple Leafs before being waived in October 1927.