Despite vaccination having the potency to revolutionize disease treatments, some critical issues including lack of safe and effective delivery system, insufficient internalization and ineffective antigen cross-presentation by dendritic cells (DCs) severely hamper its extensive clinical applications. Herein, we developed a whole cell-encapsulated antitumor vaccine microneedle patch (TCV-DMNs) potentiated with transdermal co-delivery of granulocyte-macrophage colony-stimulating factor (GM-CSF) and autophagy promoter (Tat-beclin 1). After transdermal vaccination with TCV-DMNs, GM-CSF released from DMNs serves as a potent adjuvant to recruit and promote the phagocytosis of antigens by DCs. Subsequently, Tat-beclin 1 promoted DCs maturation and MHC-I-mediated cross-presentation via up-regulated autophagy of DCs. We found that vaccination with TCV-DMNs could not only effectively suppress melanoma challenge, but also lead to regression of established malignancies, followed by a relapse-free survival of >40 days. Collectively, whole cell-encapsulated microneedle-assisted transdermal vaccination TCV-DMNs in combination with autophagy regulation could induce a robust antitumor immune response via enhancing transdermal delivery efficiency, promoting antigen internalization and cross-presentation, together with boosting T cell activities.