Walter Lake is a lake located in Big Stone County, Minnesota. It appears on the Ortonville USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,093.44 feet (333.28 m) above sea level. The nearest populated place is Cashtown, approximately 2.8 miles to the WSW.