Thank you for commenting @naomipangolin :)
Yes, when it dries it turns into rubber like consistency and the water and paint do not stick to it. When I am ready to remove it, I just rub it of with my fingers - just need to be careful not to tear the paper, because it is glued to it quite strongly :)