The governor and other state and judicial officers, except county judges, justices of the peace and police magistrates, shall be liable to impeachment for habitual drunkenness, crimes, corrupt conduct, or malfeasance or misdemeanor in office, but judgment in such cases shall not extend further than removal from office and disqualification to hold any office of trust or profit under the state. The person accused, whether convicted or acquitted, shall nevertheless be liable to indictment, trial, judgment and punishment according to law.