 Plumer was elected as a Democrat to the Twenty-fifth Congress.He was appointed marshal of the United States District Court for the Western District of Pennsylvania by President Martin Van Buren on May 20, 1839, and served until May 6, 1841.He was elected to the Twenty-seventh Congress.