Bleakley joins the Northern Ireland Labour Party (NILP) and contests the Northern Ireland Parliament seat of Belfast Victoria in 1949 and 1953 before finally winning it in 1958. At Stormont, he is made the Chairman of the Public Accounts Committee, but he loses his seat in 1965. He is head of the department of economics and political studies at Methodist College Belfast from 1969 to 1979.