In this mini-review, we discuss the recent progress in examining the therapeutic potential and mechanisms of compounds from natural products, using rodent models of depression, and revealing P2X7-mediated proinflammatory signaling pathways as an important target for their antidepressant actions. Here, P2RX7 is linked to depressive symptom measurement.