In November 1916, the CLP made a deal with the Prime Minister Billy Hughes. Hughes had been forced to leave the ALP for supporting conscription in World War I. He set up a new party called the National Labor Party. In February 1917, the CLP and National Labor joined to form the Nationalist Party of Australia. Although the new party had more Liberals, Hughes became its leader with Cook as his deputy.