Although small interfering RNA (siRNA) therapy has achieved great progress, unwanted gene inhibition in normal tissues severely limits its extensive clinical applications due to uncontrolled siRNA biodistribution. Herein, a spatially controlled siRNA activation strategy is developed to achieve tumor‐specific siRNA therapy without gene inhibition in the normal tissues. The quaternary ammonium moieties are conjugated to amphiphilic copolymers via reactive oxygen species (ROS)‐sensitive thioketal (TK) linkers for co‐delivery of siRNA and photosensitizer chlorin e6 (Ce6), showing excellent siRNA complexation capacity and near infrared (NIR)‐controlled siRNA release. In the normal tissue, siRNAs are trapped and degraded in the endo‐lysosomes due to the unprotonatable property of quaternary ammonium moiety, showing the siRNA activity “off” state. When NIR irradiation is spatially applied to the tumor tissue, the NIR irradiation/Ce6‐induced ROS trigger siRNA endo‐lysosomal escape and cytosolic release through the photochemical internalization effect and cleavage of TK bonds, respectively, showing the siRNA activity “on” state. The siRNA‐mediated glutathione peroxidase 4 gene inhibition enhances ROS accumulation. The synergistic antitumor activity of Ce6 photodynamic therapy and gene inhibition is confirmed in vivo. Spatially controlled tumor‐specific siRNA activation and co‐delivery with Ce6 using unprotonatable and ROS‐sensitive cationic nanocarriers provide a feasible strategy for tumor‐specific siRNA therapy with synergistic drug effects.