Police said they were called to MacArthur Park around 8:25 p.m. and found the body when they arrived.
No foul play is suspected. Investigators believe the suspect "was just intoxicated, fell in, and drowned."
The victim was identified as a Hispanic man in his 40s.
The side of the park near Wilshire Boulevard was closed following the incident.