Schwellenbach was born on September 20, 1894, in Superior, Wisconsin, to Martha (née Baxter) and Francis William Schwellenbach.
He had a practice working with and for labor unions, eventually becoming active in businesses that were owned by the Brotherhood of Locomotive Engineers.