Rice Lake is a 144 acre lake located in Walworth County. It has a maximum depth of 10 feet. Fish include largemouth bass, northern pike and panfish. According to the DNR, panfish are common in the lake while largemouth bass and northern pike are listed as present. The lake is murky.