Police say the suspects were speeding in the area of Bellaire and Hillcroft and then refused to stop for police.
The chase lasted about four minutes when the suspects crashed into a light pole.
According to police, the car then caught on fire and officers rushed in to help.
Police say they found some rifle and pistol rounds inside of that car.