The members of the board must be appointed for terms of five years each, with the terms of office so arranged that one term only expires on the eighth day of May of each year. Each member of the board shall qualify by taking the oath required of civil officers and shall hold office until a successor is appointed and qualified. The governor shall fill any vacancy by appointment for the unexpired term.