Crews discovered the fire around 2 a.m. in Chester Park near Houston Street and East Elkington Boulevard.
The fire spread to a tree trunk and then dry brush in the park.
Police are calling the fire suspicious.
There were no injuries reported.
No immediate word on what caused the fire.