Videos posted on social media showed the car plowing through plastic barricades in the outer courtyard of the mosque before driving straight into one of the large outer doors.
The Saudi newspaper Okaz reported that no civilians were injured in the crash, while other videos posted on social media showed a number of people pushing the vehicle away from the mosque complex.
It said the driver, a Saudi citizen, was arrested and being referred to the public prosecutor for questioning.