Little Rock Lake is a lake located in Clearwater County, Minnesota. It appears on the Long Lost Lake USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,713.03 feet (522.13 m) above sea level. The nearest populated place is Elbow Lake, approximately 4.8 miles to the WSW.