Horseshoe Lake (historical) is a lake located in Atchison County, Missouri. It appears on the Rock Port USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 902.23 feet (275.00 m) above sea level. The nearest populated place is Watson, approximately 1.5 miles to the WSW.