Leeper Lake is a lake located in Cass County, Illinois. It appears on the Chandlerville USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 447.78 feet (136.48 m) above sea level. The nearest populated place is Chandlerville, approximately 0.9 miles to the SW.