The development and progression of tumors are characterized by intricate biological processes. Monotherapy not only struggles to achieve effective treatment but also tends to precipitate a series of issues, including multidrug resistance and limited antitumor effect. Consequently, it is imperative to adopt a synergistic multitherapy approach to enhance the efficacy of tumor treatment. The integration of chemotherapy drug with oligonucleotide drug for combinational treatment has shown significant promise in improving tumor therapeutic efficiency. However, the effective in vivo codelivery of oligonucleotide drugs and chemotherapy drugs faces substantial challenges such as poor stability of oligonucleotide drugs during the circulation time, limited tumor accumulation, and uncertain delivery ratios of different payloads. To overcome these obstacles, we have engineered cyclic Arg-Gly-Asp (cRGD)-modified red blood cell membrane (RBCm)-coated multidrug nanocomplexes, which were self-assembled from the Polo-like kinase 1 siRNA (siPlk1) and an irreversible tyrosine kinase inhibitor neratinib targeted to human epidermal growth factor receptor 2 (HER2) overexpressed in breast cancer. Through electrostatic and amphiphilic interactions between the positively charged neratinib and negatively charged siPlk1, we have successfully fabricated uniform multidrug nanoparticles. The cRGD-modified red blood cell membranes coated on the surface of the multidrug nanoparticles could enhance drug stability in circulation and tumor accumulation. This targeted combinational therapy significantly enhanced the antitumor efficiency in HER2-positive breast cancer in vitro and in vivo.