Los Angeles County firefighters responded to the crash site near Studebaker Road and Excelsior Drive at about 11:45 p.m. Sunday.
Officials said the brief chase came to a crashing end with another car, and the suspect ran off.
Two people were transported to nearby hospitals with unknown injuries.
Investigators did not immediately say what sparked the chase.