Officers said at least four people who were travelling in a Mitsubishi Evolution left the scene of the collision before officers arrived.
The silver Mitsubishi, which has no registered owner, crashed with a Toyota Corolla in Smethwick, West Midlands, shortly after 6pm yesterday.
The baby boy was a passenger in the Toyota.