Cherry Creek is a stream located in Le Sueur County, Minnesota. It appears on the Saint Peter USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 741.96 feet (226.15 m) above sea level. The nearest populated place is Ottawa, approximately 0.8 miles to the NE.