Rice Lake is a lake located in Sherburne County, Minnesota. It appears on the Orrock USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 944.88 feet (288.00 m) above sea level. The nearest populated place is Orrock, approximately 4.3 miles to the SW.