Police identified the driver as Sartaj Singh, 22, of Fresno.
Singh was booked into the Maguire Correctional Facility on suspicion of financial elder abuse, attempted grand theft, conspiracy and fraud, police said.
Police said the woman did not lose any money because she became suspicious and contacted authorities before turning over the cash.
The investigation remains ongoing.