Horseshoe Lake is a lake located in Labette County, Kansas. It appears on the Oswego USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 806.26 feet (245.75 m) above sea level. The nearest populated place is Oswego, approximately 1.2 miles to the W.