Round Grove Creek is a stream located in Jackson County, Missouri. It appears on the Kansas City USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 757.15 feet (230.78 m) above sea level. The nearest populated place is Leeds, approximately 0.7 miles to the NNW.