Cisplatin, a frontline chemotherapeutic agent against cancer, faces challenges in clinical application due to significant toxicities and suboptimal efficacy. Renal toxicity, a dose-limiting factor of cisplatin, results from multifactorial processes including cisplatin-induced cellular pyroptosis, oxidative damage, and inflammatory responses. Our findings reveal that Tea Polyphenols Nanoparticles (TPNs) derived from Epigallocatechin gallate (EGCG) effectively could address these diverse mechanisms, comprehensively alleviating cisplatin-induced nephrotoxicity. Leveraging TPNs as carriers, chemical conjugation enables the encapsulation of tetravalent cisplatin prodrug, extending its systemic half-life, enhancing tumor tissue accumulation, while simultaneously mitigating renal toxicity. Concurrently, employing a CRISPR/Cas9 kinase library, we identified CSNK2A1 as a target sensitizing tumor cells to cisplatin, enabling specific siRNA sequences to augment cisplatin susceptibility, thereby minimizing the dosage requirement. Benefiting from the versatile carrier properties of TPNs to codeliver cisplatin prodrug and anti-CSNK2A1 siRNA, we developed a codelivery system, Pt-TPNs/siRNA. Pt-TPNs/siRNA not only enhances the anticancer effects but also mitigates cisplatin-induced renal toxicity, achieving efficacy while reducing toxicity. Mechanistic and safety assessments of these nanoparticles were conducted at both cellular and animal levels, opening new avenues for improved clinical utilization of cisplatin.