It is alleged the car was stolen while the mother was inside paying for petrol. The vehicle was driven towards the ASB Stadium and dumped in a nearby street.
A two and a half hour search by police, a police dog and a drone failed to find the driver.
Police found the baby on the backseat of the car uninjured.