Rock Lake Township is a township in Lyon County, Minnesota, United States. The population was 282 at the 2000 census. Rock Lake Township was organized in 1876, and named for Rock Lake. According to the United States Census Bureau, the township has a total area of 34.6 square miles, of which 33.1 square miles is land and 1.5 square miles is water.