Rice Creek is a stream located in Polk County, Wisconsin. It appears on the Nye USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 937.30 feet (285.69 m) above sea level. The nearest populated place is Horse Creek, approximately 1.3 miles to the SSW.