The incident happened near East Millbrook Road and Hoyle Drive.
A friend who was at the scene told ABC11 the man jumped into the water, went under and never came back up.
Emergency crews responded and launched a search of the pond before recovering the man's body.
The man's identity has not yet been released.
Officials have not provided additional details about the circumstances surrounding the incident.