The governor, and all other executive and judicial officers, shall be liable to impeachment; but judgments in such cases shall not extend further than to removal from office, and disqualification to hold any office of honor, trust or profit under the state. The party convicted, shall, nevertheless, be liable and subject to indictment, trial and punishment according to law.