Chippewa is a town in Ashland County in the U.S. state of Wisconsin. The population was 374 at the 2010 census. According to the United States Census Bureau, the town has a total area of 125.5 square miles, of which 124.5 square miles is land and 1.0 square mile, or 0.83%, is water.