Police showed up moments later and spoke to witnesses.
Fire and Emergency northern communications shift manager Eric Smith said car fires were frequent and tended to start in the engine compartment.
"It gets pretty hot in there and if there's a fuel leak or something, or it overheats, it's quite quick. If someone is in that situation they have to get out of the car because it goes up quite quickly."
A police spokeswoman confirmed the car was stolen and said police were making inquiries into the incident.