Raiders broke into a Langley Mill house and stole car keys for a Peugot 207.
The offenders then made off with the car from outside a house on North Street.
The burglary took place at some time between 8.30pm on Tuesday, December 16 and 9am on Wednesday, December 17.
The vehicle is black, five-door with the registration plate starting YS56.
Police are appealing for anyone with information to come forward. If you saw anything suspicious contact the team on 101.