Dudley Police said the car was stolen from an address on Narrow Lane at around 9pm on October 22.
Officers have now released a CCTV image of two people they would like to speak to as part of their enquires.
A spokesperson for Dudley Police said: “Can you help us identify these two? We want to speak with them after a car was stolen from an address in Narrow Lane, Halesowen, at around 9pm on October 22.
“Since the car was stolen, we have carried out enquiries but have been unable to identify those involved.
“If you can help with our investigation you can contact us via Live Chat on our website or by calling 101 quoting crime reference number 20/419997/25.”