Disclosed herein is synergistic pharmaceutical co-crystals composition comprising Quercetin and an antidiabetic agent(s) as combination drug that have unique physical properties and biological activity which differ from the active agent in pure form. The invention further discloses process for preparation of the same and pharmaceutical compositions comprising these synergistic co-crystals.