Crews from Bicester and Kidlington fire station were called to the blaze by junction 10 for A43 at 4.30pm.
The driver was able to pull over when she noticed smoke from the dashboard, Oxfordshire Fire and Rescue Service wrote on Facebook.
Two firefighters in breathing apparatus extinguished the car using a hose-reel jet.
