 Cleveland is in north-central Chippewa County; the town forms roughly a rectangle, north to south and about east to west, but with the east end cut off by the Chippewa River.It is also bordered to the east by the city of Cornell.According to the United States Census Bureau, the town has a total area of , of which is land and , or 4.08%, is water.