Rock Lake (Minnesota)  Rock Lake is a lake located in Cass County, Minnesota, USA. The lake has an area of and a water clarity of with a maximum depth of . Rock Lake has a smaller lake branching off it, with a smaller stream flowing into it. The lake is weedy and is a habitat for Northern Pike and Large Mouth Bass. It is available for recreational activities such as swimming, boating and fishing.