Coon Stump Lake is a lake located in Morrison County, Minnesota. It appears on the Belle Prairie NW USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,369.03 feet (417.28 m) above sea level. The nearest populated place is Lennox, approximately 4.2 miles to the ENE.