Clearwater County is a county in the northwestern part of the U.S. state of Minnesota. As of the 2020 census, the population was 8,524. Its county seat is Bagley. Clearwater County is home to Lake Itasca, the source of the Mississippi River. Parts of the Red Lake and White Earth Indian reservations extend into the county.