Rice Creek is a stream located in Kanabec County, Minnesota. It appears on the Grasston USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 942.39 feet (287.24 m) above sea level. The nearest populated place is Grass Lake, approximately 1.8 miles to the SE.