Gurneau Lake is a lake located in Clearwater County, Minnesota. It appears on the Gurneau Lake USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,220.46 feet (372.00 m) above sea level. The nearest populated place is Little Rock, approximately 7.4 miles to the ENE.