The incident happened in April near the intersection of 5th Street and Vernon Avenue.
According to police, one person was arrested, but a second suspect - who has now been identified as 41-year-old Eric Hanshaw of Arizona - remains on the run.
Police said the man is facing arson charges and has a felony warrant out for his arrest.
Anyone with information is urged to contact the San Bernardino Police Department.