Rice Creek is a stream located in Polk County, Wisconsin. It appears on the Balsam Lake USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,132.09 feet (345.06 m) above sea level. The nearest populated place is Balsam Lake, approximately 2.6 miles to the S.