Leeper Lake is a lake located in Otter Tail County, Minnesota. It appears on the Heilberger Lake USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,367.16 feet (416.71 m) above sea level. The nearest populated place is Edwards, approximately 1.7 miles to the WSW.