The complex pathology of Parkinson's disease (PD) requires comprehensive understanding and multi-pronged interventions for communication between nerve cells. Despite new developments in nanotechnology in the treatment of PD, in-depth exploration of their biological effects, in particular, the specific mechanisms of inflammation inhibition are lacking. Herein, using the stable cascade catalysis channel formed by polydopamine (PDA), imidazole groups, and Cu ions, a microgel system comprising functional monomers [superoxide dismutase (SOD) with double bonds, PDA, 2-methacryloyloxy ethyl phosphorylcholine (MPC), and Cu ions] is proposed for managing PD. The microgel can be efficiently delivered to the brain aided by MPC, after which a multi-level regulatory strategy targeting neurons and microglia can be initiated. The catalytic activity cascade elicited by SOD and Cu ions can regulate the anti-inflammatory phenotypic transformation of microglia by relieving oxidative stress. Meanwhile, the dopamine (DA) released from PDA can facilitate DA storage and neurogenesis, inhibiting CX3CL1 release and the CX3CR1 receptor on microglia and further regulating the CX3CL1/CX3CR1-NF-κB-NLRP3 signaling pathway in microglia to inhibit neuroinflammation. Therefore, the proposed microgel delivery system with functional monomers represents a promising therapeutic strategy for managing neuroinflammation and promoting neurogenesis in PD by intervening chemokine axis-mediated communication between neurons and microglia.