Why the potential energy of molecules is small in gases and large in solids?

A gas has higher entropy. Entropy will add additional degrees of freedom to molecules, by the absorption of energy. When we condense the gas into a liquid, the heat of condensation that is given off, reflects, in part, the lowering of entropy and the retrieval of the energy once tied up in the entro