Using a Drosophila stem cell tumor system, we screened and discovered two new potent small‐molecule inhibitors of Arf1, DU101, and DU102 (Figure 1a–d; Figure S1a–c, Supporting Information details are described in STAR methods), which specifically and effectively killed the cancer stem cells. Here, ARF1 is linked to neoplasm.