Rattlesnake Island is a island located in Baylor County, Texas. It appears on the Northeast Lake Kemp USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,152.82 feet (351.38 m) above sea level. The nearest populated place is Mabelle, approximately 7.2 miles to the SE.