Elephant Creek is a stream located in St. Louis County, Minnesota. It appears on the Elephant Lake USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,251.52 feet (381.46 m) above sea level. The nearest populated place is Buyck, approximately 9.3 miles to the SE.