Motivated by Tower 's victory , and hoping to prevent the far-right John Birch Society from coming to power , Bush ran for the chairmanship of the Harris County , Texas Republican Party , winning election in February 1963 . Like most other Texas Republicans , Bush supported conservative Senator Barry Goldwater over the more centrist Nelson Rockefeller in the 1964 Republican Party presidential primaries .