Increasing the penetration and accumulation of antitumor drugs at the tumor site are crucial in chemotherapy. Smaller drug‐loaded nanoparticles (NPs) typically exhibit increased tumor penetration and more effective permeation through the nuclear membrane, whereas larger drug‐loaded NPs show extended retention at the tumor site. In addition, cancer stem cells (CSCs) have unlimited proliferative potential and are crucial for the onset, progression and metastasis of cancer. Therefore, we designed a drug‐loaded amphiphilic peptide, DA/Pep1, that self‐assembles into spherical NPs upon the encapsulation of cis‐diamminedichloroplatinum (DDP) and all‐trans retinoic acid (ATRA). In an acidic environment, DA/Pep1 transforms into aggregates containing sheet‐like structures, which significantly increases drug accumulation at the tumor site, thereby increasing antitumor effects and inhibiting metastasis. Moreover, although DDP treatment can increase the number of CSCs present, ATRA can induce the differentiation of CSCs in breast cancer to increase the therapeutic effect of DDP. In conclusion, this peptide nanodelivery system that transforms in response to the acidic tumor microenvironment is an extremely promising nanoplatform that suggests a new idea for the combined treatment of tumors.This article is protected by copyright. All rights reserved