Stump Lake is a lake located in Becker County, Minnesota. It appears on the Two Inlets USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,537.27 feet (468.56 m) above sea level. The nearest populated place is Two Inlets, approximately 2.7 miles to the NNE.