At the 1951 general election Gough was elected as Member of Parliament for Horsham. In Parliament Gough was particularly loyal to the Conservative government, especially over Suez. He particularly stood up for the interests of ex-servicemen, and was Chairman of the Royal Aero Club from 1958 to 1968. As the new town of Crawley was built in his constituency, Gough praised it as a success.