The invention provides calcium silicate nano hollow microsphere modified thermosensitive hydrogel and a preparation method and application thereof. The preparation method includes: preparing calcium silicate nano hollow microspheres, dispersing the microspheres in the complex solution of carboxymethyl chitosan and beta-sodium glycerophosphate, and processing at 30-70 DEG C. The preparation methodhas the advantages that the method is simple and low in cost, the reaction conditions of the method can be achieved easily, and the raw materials used by the method are cheap and easy to obtain; the prepared thermosensitive hydrogel is safe, low in cytotoxicity, good in biocompatibility and good in low-temperature flowability, the hydrogel can fast turn into gel at 37 DEG C, the surface of the gelis loose and porous, and the gel is large in specific surface and capable of benefiting neural stem cell adsorption; the calcium silicate nano hollow microspheres are evenly dispersed in the thermosensitive hydrogel, and the thermosensitive hydrogel can promote neural stem cell differentiation; when the thermosensitive hydrogel is applied to brain tissue damage repairing, neural stem cell adsorption can be promoted effectively, the neural stem cells can be effectively promoted to differentiate into neurons and neuroglia, and the thermosensitive hydrogel is promising in clinical application prospect.