Blackburn served as president of the Southeastern Legal Foundation from 1976 until 1985. In 1982, he ran for Governor of Georgia, but was defeated in the Republican primary by State Senator Bob Bell. Bell then lost in the general election to the Democrat Joe Frank Harris.