Walnut Creek is a stream located in Jefferson County, Kansas. It appears on the Soldier Creek SE USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 913.15 feet (278.33 m) above sea level. The nearest populated place is Grove, approximately 0.5 miles to the NNW.