Rhine Lake is a lake located in Pine County, Minnesota. It appears on the Giese USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,143.27 feet (348.47 m) above sea level. The nearest populated place is Giese, approximately 4.5 miles to the WSW.