Horseshoe Lake (historical) is a lake located in Stevens County, Minnesota. It appears on the Alberta USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,125.57 feet (343.07 m) above sea level. The nearest populated place is Alberta, approximately 3.9 miles to the NE.