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. This evidence concerns the gene P2RX7 and depressive disorder.