Walnut Lake is a private, all-sports, 233-acre lake in West Bloomfield Township, Oakland County, in the U.S. state of Michigan. The Walnut Lake shoreline is lined with high-end exclusive homes. The 101-foot-deep lake is the fifth-deepest lake in Oakland County.