Big Torch Key is a island located in Monroe County, Florida. It appears on the Summerland Key USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 2.77 feet (0.84 m) above sea level. The nearest populated place is Summerland Key, approximately 3.7 miles to the S.