The break-in happened in Stocks Lane between Tuesday, September 5 and Thursday, September 7.
West Yorkshire Police said it was thought that two male offenders had entered the property, but left empty handed in a black Audi saloon.
A spokesman said: "The vehicle is thought to have suffered damage to the nearside wing mirror and passenger door after a collision with a vehicle at the property."
One of the burglars was described as being in his late teens to early 20s, with a round face.
He was clean shaven and wearing a balaclava rolled up to look like a hat.
Anyone with information is asked to call PC Lisa Saberton, of Kirklees CID, on 101 and quote crime reference 13170414077.