The incident happened near Houston Avenue and Burke Court.
Police say an officer attempted to pull the vehicle over, but the driver did not stop and lead police on a short chase, because of high traffic in the area the pursuit was called off.
A short time later, authorities located the car in a field near McAuliffe Street and that is where both teenagers were taken into custody.