While Schwellenbach reportedly wished to be appointed to the Supreme Court, Roosevelt instead appointed him to the Eastern District Court of Washington on May 6, 1940 to fill the vacancy after the retirement of J. Stanley Webster.
From 1944 to 1945 he served as dean of Gonzaga University School of Law.