Buttermilk Creek is a stream located in Sullivan County, Indiana. It appears on the Sullivan USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 469.16 feet (143.00 m) above sea level. The nearest populated place is Paxton, approximately 2.0 miles to the S.