Stump Lake is a reservoir located in Beltrami County, Minnesota. It appears on the Andrusia Lake USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,331.55 feet (405.86 m) above sea level. The nearest populated place is Andrusia, approximately 2.6 miles to the E.