Bellevue, Wisconsin. Bellevue is a village in Brown County, Wisconsin, United States. It was a town until incorporating as a village on February 14, 2003. The population was 14,570 at the 2010 census. Bellevue is part of the Green Bay Metropolitan Statistical Area.