Olaf C. Olsen (February 26, 1899 - April 5, 1976) was a Socialist legislator from Milwaukee. He was a law student at Marquette University Law School in 1922 when he was elected to the first of his two terms in the Wisconsin State Assembly representing the 11th Milwaukee County district (11th and 24th wards of the City of Milwaukee).