Wagner was born in Manhattan, the son of Margaret Marie (McTague) and German-born United States Senator Robert Ferdinand Wagner I.
Wagner was a member of the New York State Assembly (New York Co., 16th D.) in 1938, 1939-40 and 1941-42.