Turtle Lake is a village in Barron and Polk counties in the U.S. state of Wisconsin. Its population was 1,037 at the 2020 census. Of these, 959 were in Barron County, and 78 were in Polk County. The village is located between the towns of Almena, in Barron County, and Beaver, in Polk County.