It happened just after midnight Saturday in the parking lot of a CVS Pharmacy store on Central Avenue and Alondra Boulevard.
Authorities said they initially responded to the area after receiving reports of a street takeover. When they arrived, the crowds dispersed and they found a car on fire.
No arrests have been made.
The incident remains under investigation.