While molecular isomers exhibit nearly identical compositions, their spatial arrangement often dictates distinct physicochemical properties. We present a regioisomer engineering strategy to construct two iridium(III) complexes (Ir1 and Ir2) through precise positioning of triphenylamine electron donors relative to the metal chelation core. Compared to Ir1, Ir2 features strategically displaced donors that create a contracted bandgap, reduced oxidation potential, and amplified spin-orbit coupling (SOC). These electronic modifications synergistically enable Ir2 to achieve superior type I photodynamic activity and thus generate O2•- and •OH radicals after 633 nm irradiation even under hypoxic conditions. The sustained reactive oxygen species (ROS) production induces potent immunogenic cell death (ICD), ultimately stimulating dendritic cell maturation and antitumor immunity. This regioisomeric design paradigm establishes a molecular blueprint for oxygen-tolerant photosensitizers, addressing the critical challenge of hypoxia in photoimmunotherapy applications.