Police say Brown and another man burglarized a home last week and were fleeing the scene when the accident happened.
Brown was reportedly in a sport-utility vehicle that struck 78-year-old Tommeye Freeman's car in the 7600 block of south State Street.
Freeman died at a hospital shortly after the accident.