Grand Chute (French: "great fall" or "large rapids") is a town in Outagamie County, Wisconsin, United States. The unincorporated community of Apple Creek. With a population of 20,919, Grand Chute was the largest town by population in the state of Wisconsin as of the 2010 census. 