 After his congressional service, Peterson returned to Ailey to practice law.He died on October 3, 1961, in Sylva, North Carolina and was buried in the Peterson family plot in Ailey.Peterson was married to Patience Elizabeth Russell, daughter of Richard Russell Sr. and sister of Richard Russell Jr. and Robert Lee Russell.