Yes, that is correct. You never lose class levels. The game is designed for people to play multiple classes on the same character.
You can change back by equipping a weapon for that class. As long as you're playing on the same machine, your action bars will be saved, too. And you can choose to save the equipment you're using as a gearset, so you can easily switch around multiple classes.