The 39-year-old's body was discovered at the Church of the Nazarene parking lot in the 1600 block of Ashbury at about 5:30 Tuesday evening.
The man had been reported missing Monday afternoon.
Police are waiting for the results of autopsy but they say there is no reason at this point to suspect foul play.