Abstract Perovskite quantum dots (QDs) hold promise for next‐generation display applications but suffer from stability challenges, particularly thermal‐ and light‐induced photoluminescence (PL) quenching. Here, a fluoride post‐treatment (FPT) strategy is developed to address this challenge for CsPbBr 3 QDs embedded in silica matrices (CsPbBr 3 /silica composites). The FPT enables epitaxial growth of BaF 2 shells on CsPbBr 3 surfaces via thermally driven fluoride ion diffusion, which passivates surfaces and suppresses thermal‐ and light‐induced defects in CsPbBr 3 . The FPT‐treated CsPbBr 3 /silica composites exhibit a high PL quantum yield of 94.5%, a complete PL recovery after a thermal cycling (up to 403 K), and retain 95.6% of their initial PL intensity after 1055 h with intense blue light irradiation (350 mW cm −2 ). To the best of the knowledge, these FPT‐treated CsPbBr 3 /silica composites represent the most stable CsPbBr 3 emitters under light aging. Theoretical calculations reveal that the BaF 2 shells elevate the formation energy of bromine vacancies and anchor [PbBr 6 ] octahedra in CsPbBr 3 , thereby inhibiting defect generation. A liquid crystal display (LCD) equipped with these composites achieves a 120% national television system committee color gamut. This work provides a robust route to stabilize CsPbBr 3 QDs for high‐performance LCD applications.