Our results showed that FMN significantly reverses depression-like behaviors, alleviates neuroinflammation and neuronal damage, rebalances M1/M2 polarization, inhibits NLRP3 inflammasome and enhances microglial autophagy level in prefrontal cortex of LPS-induced depressive mice. The gene discussed is NLRP3; the disease is depressive symptom measurement.