 He served as a councillor on Sunderland Borough Council and chaired its education committee.Defeated by the Conservative incumbent in Sunderland South in the 1955 and 1959 General Elections, Armstrong was Member of Parliament (MP) for North West Durham from 1964 until his retirement in 1987.His daughter, Hilary Armstrong, was his successor.