The vehicle was detected entering Ryedale at around 12.30pm.
It had been reported stolen from an area outside North Yorkshire.
Following a police pursuit that ended in the village, the driver made off.
Police continued to search the area during the afternoon but the driver remains outstanding.
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North Yorkshire Police will issue any further updates on its website.