Sonodynamic therapy (SDT) has emerged as a promising non-invasive modality with deeper tissue penetration than photodynamic or chemodynamic therapies. However, its therapeutic efficacy remains limited due to inadequate reactive oxygen species (ROS) generation, largely attributed to tumor-intrinsic antioxidant systems and mitophagy. Existing combinations of SDT with immunotherapy are primarily additive and fail to address the mechanistic interplay between ROS suppression and immune evasion. To overcome these limitations, we developed a redox-responsive RNA interference (RNAi) nanoplatform (NP) for the co-delivery of Nrf2 siRNA, the mitophagy inhibitor 3-Methyladenine (3-MA), and the sonosensitizer purpurin-18 (P-18). This NP enables tumor-specific release in high-glutathione environments and facilitates dual-pathway inhibition upon ultrasound activation. This synergistic platform simultaneously disrupted Nrf2-mediated antioxidant defenses and mitophagy-dependent mitochondrial clearance, resulting in enhanced intracellular ROS accumulation. Elevated ROS levels triggered immunogenic cell death (ICD), promoting dendritic cells maturation and antigen presentation. Concurrently, 3-MA inhibited NF-κB signaling, downregulating PD-L1 expression and mitigating T cell exhaustion. In murine breast cancer models, this dual-action approach elicited robust CD8⁺ T cell responses and significantly suppressed tumor growth and metastasis. This study introduces a mechanistically integrated sonoimmunotherapeutic strategy that concurrently overcomes ROS suppression and immune checkpoint resistance. By orchestrating redox disruption and immune reprogramming, our nanoplatform provides a compelling framework for next-generation SDT-based immunotherapy.