Let there be a cylindrical tube, closed at one-end, with a well-fitting but freely moving piston of mass $m$. [. . .] The piston has certain equilibrium position. If the piston is moved a distance $y$ , lengthening the air-column, the internal pressure drops& the result is to provide a restoring force on $m$. We can, in fact, write an equation of the form: $$F = A\Delta p$$ where $\Delta p$ is the change of pressure.
Why does the air-column impart restoring force on the piston? I mean to say when a system implies restoring force, it must have an associated change in potential energy. So, was there any increase in potential energy of the air-column when it was expanded? If so, why? What is the cause of increasing potential energy of the air-column?