Explore details about location Cleveland. Cleveland is a location situated within the Stutsman County alongside other areas such as 88th Avenue Southeast, State Highway 20, 6th Street Southeast. Additionally, some smaller parts of Cleveland include specific areas like Main Street, 5th Street North, 4th Avenue North adding to the diversity of its landscape.