Wesley Chapel is a census-designated place (CDP) in Pasco County, Florida, United States. Wesley Chapel is considered part of the Tampa Bay Area metro. The population was 44,092 at the 2010 census. In 2003, some residents of Wesley Chapel started a movement to incorporate the community (including areas not in the official CDP).