The vehicle was tracked from Banbury and failed to stop for police on the A34 near Milton.
But the driver eventually gave up. Thames Valley Police said: "(The) driver ran out of talent and binned it. No injuries, one in custody for driving offences and theft of motor vehicle."
In a separate case, a stolen Mercedes was stopped in Brackley.
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A large quantity of suspected class A was recovered.