West Yorkshire Police were called to Thorner Lane at 11.46am on Monday by Yorkshire Ambulance Service.
The woman had been found dead in a grey BMW X5.
Officers would like to hear from anyone who has seen the vehicle at any point between 10pm on Sunday and 6.15am on Monday.
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Anyone with information is asked to contact Leeds District CID via 101 quoting log 653 of June 24.