The present invention is related to development of the improved cell-permeable (CP)-Δ;SOCS3 recombinant protein which disrupt the interaction of leptin receptor (ObR) and suppressor of cytokine signaling 3 (SOCS3), as protein-based anti-obesity or anti-diabetes agent by utilizing the platform technology for macromolecule intracellular transduction.