The driver died in the incident. Police found a Kalashnikov rifle, handguns and gas bottles in the car.
"Security forces have been targeted in France once again," Interior Minister GĂ©rard Collomb said, calling it an "attempted attack".
No law enforcement officers or civilian bystanders were hurt.
France is under a state of emergency after being hit by a wave of deadly terrorist attacks in recent years.