“Glutamine addiction” is a unique feature of triple negative breast cancer (TNBC), which has a higher demand for glutamine and is more susceptible to glutamine depletion. Glutamine can be hydrolyzed to glutamate by glutaminase (GLS) for synthesis of glutathione (GSH), which is an important downstream of glutamine metabolic pathways in accelerating TNBC proliferation. Consequently, glutamine metabolic intervention suggests potential therapeutic effects against TNBC. However, the effects of GLS inhibitors are hindered by glutamine resistance and their own instability and insolubility. Therefore, it is of great interest to harmonize glutamine metabolic intervention for an amplified TNBC therapy. Unfortunately, such nanoplatform has not been realized. Herein, we reported a self-assembly nanoplatform (BCH NPs) with a core of the GLS inhibitor Bis-2-(5-phenylacetamido-1,3,4-thiadiazol-2-yl) ethyl sulfide (BPTES) and photosensitizer Chlorin e6 (Ce6) and a shell of human serum albumin (HSA), enabling effective harmonization of glutamine metabolic intervention for TNBC therapy. BPTES inhibited the activity of GLS to block the glutamine metabolic pathways, thereby inhibiting the production of GSH to amplify the photodynamic effect of Ce6. While Ce6 not only directly killed tumor cells by producing excessive reactive oxygen species (ROS), but also deplete GSH to destroy redox balance, thus enhancing the effects of BPTES when glutamine resistance occurred. BCH NPs effectively eradicated TNBC tumor and suppressed tumor metastasis with favorable biocompatibility. Our work provides a new insight for photodynamic-mediated glutamine metabolic intervention against TNBC.