Are you entitled to your deposit back no paper work has been signed?

Where I live a deposit is a payment to hold the vehicle.

Please note I said payment

So no, if you put down a deposit, you are paying us to not sell the car for a period of time.

This payment is credited against your purchase but not refundable if decide not to buy.