 Aldrich was nominated by President Eisenhower on February 26, 1959, to a seat on the United States Court of Appeals for the First Circuit vacated by Judge Calvert Magruder.He was confirmed by the Senate on September 9, 1959, and received his commission the next day.He served as Chief Judge and as a member of the Judicial Conference of the United States from 1965 to 1972.