Rock Township is a township in Pipestone County, Minnesota, United States. The population was 184 at the 2000 census. Rock Township was organized in 1879, and named for the Rock River. According to the United States Census Bureau, the township has a total area of 35.9 square miles, of which 35.8 square miles is land and 0.1 square mile is water.