Horseshoe Lake is a lake located in Otter Tail County, Minnesota. It appears on the Underwood USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,341.86 feet (409.00 m) above sea level. The nearest populated place is Phelps, approximately 3.1 miles to the NNW.