Explore details about location Rice Lake. Rice Lake is a location situated within the Barron County alongside other areas such as 18th Street, 18 1/4 Street, 14th Street. Additionally, some smaller parts of Rice Lake include specific areas like West Douglas Street, Hazelwood Drive, Richter Street adding to the diversity of its landscape.