Yes, your body will compensate somewhat for caloric deficit, and yes, when you gain enough fat mass your adipocytes will divide, creating more/stronger hunger signals that encourage weight gain moreso than someone who was never obese.
But your body is not magic. If you feed it a sufficiently low amount of calories, it has to break down energy stores, e.g. fat, to make up the difference in energy requirements.