Officers said the driver and passenger in a Volkswagen vehicle fled after the incident in Matlock on Saturday, February 5.
Derbyshire Dales Response Unit launched a search for the man and woman but they were not found.
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A spokesperson for the unit said on Twitter that the investigation was continuing and the vehicle had been seized.
Anyone with information should contact Derbyshire police on 101.