Leatherberry Lake is a lake located in Branch County, Michigan. It appears on the Leonidas USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 849.74 feet (259.00 m) above sea level. The nearest populated place is Sherwood, approximately 1.6 miles to the SSE.