Photodynamic therapy (PDT) based on Tm-activated up-conversion nanoparticles (UCNPs) can effectively eliminate tumor cells by triggering inorganic photosensitizers to generate cytotoxic reactive oxygen species (ROS) upon tissue penetrating near-infrared (NIR) light irradiation. However, the partial use of the emitted lights from UCNPs greatly hinders their application. Here we develop a novel dual-photosensitizer nanoplatform by coating mesoporous graphitic-phase carbon nitride (g-CN) layer on UCNPs core, followed by attaching ultrasmall Au nanoclusters and PEG molecules (named as UCNPs@g-CN-Au-PEG). The ultraviolet-visible (UV-vis) light and the intensive near infrared (NIR) emission from UCNPs can activate g-CN and excite Au nanoclusters to produce ROS, respectively, and thus realize the simultaneous activation of two kinds of photosensitizers for enhanced the efficiency of PDT mediated by a single NIR light excitation. A markedly higher PDT efficacy for the dual-photosensitizer system than any single modality has been verified by the enhanced ROS production and in vitro and in vivo results. By combining the inherent multi-imaging properties (up-conversion, CT, and MRI) of UCNPs, an imaging guided therapeutic platform has been built. As the first report of dual-inorganic-photosensitizer PDT agent, our developed system may be of high potential in future NIR light induced PDT application.