Maple Lake is a lake located in Clay County, Minnesota. It appears on the Rollag USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,319.36 feet (402.14 m) above sea level. The nearest populated place is Norwegian Grove, approximately 3.0 miles to the SW.