There will also be immense pressure by the EU to impose huge tariffs, in order to dissuade other countries from leaving the EU.
In all honesty, nobody knows what the EU would do in such a situation, as it has never happened, but I don't want to give them an excuse to do so by us leaving. There's no point in us risking our economy, the safe and sensible option is to stay.