Abstract Crystallization process is critical for enhancing the crystallinity, regulating the crystal orientation of polycrystalline thin films, as well as repairing defects within the films. For quasi‐1D Sb 2 Se 3 photovoltaic materials, the preparation of Sb 2 Se 3 thin films still faces great challenges in adjusting orientation and defect properties, which limits the device performance. In this study, a novel post‐treatment strategy is developed that uses a low melting point B 2 O 3 coating layer as a flux to drive the recrystallization of Sb 2 Se 3 , thereby regulating the micro‐orientation of thermal evaporation‐derived Sb 2 Se 3 films and optimizing their electrical properties. Mechanistic investigations show that B 2 O 3 exhibits stronger adsorption with (hk1) planes of Sb 2 Se 3 to induce a vertical orientation growth of the film, while blocking the volatilization channels of Se and inhibiting Se vacancy defects by interacting with Sb 2 Se 3 . The Sb 2 Se 3 film with [hk1] preferential orientation and suppressed deep‐level defects promotes the effective transport of charge carriers in solar cells. As a result, the B 2 O 3 ‐treated device delivers a champion efficiency of 9.37% without MgF 2 anti‐reflection coating, which is currently the highest efficiency in Sb 2 Se 3 solar cells achieved by thermal evaporation method. This study provides a new method and mechanism for regulating optical and electrical properties of low‐dimensional inorganic thin films.