The incident happened around 7:12 p.m. Monday at Cheltenham Avenue near Bouvier Street.
Fire crews were called for the report of an inbound route 22 bus on fire.
Crews were able to get a handle on the fire quickly.
The route 22 bus runs from Warminster to the Olney Terminal.
All of the injured were taken to Albert Einstein Medical Center for care.