Officers were called to the Ingleside complex on North Franklin Street just before 6:00 a.m. Thursday.
Police say two people out smoking found the body lying in bushes near the building's main entrance.
The same witnesses told police they were out around 1:00 a.m. but didn't see anything out of the ordinary.
The body has not been identified.
Police say there is no foul play suspected in this incident.
Anyone with information is asked to contact Detective Ashe at 302-576-3649.