The preset invention relates to use of antipsychotic phenothiazine derivative for eliminating cancer stem cells (CSCs) and/or preventing a cancer. The invention also provides a pharmaceutical composition for treating a cancer, and/or preventing or delaying cancer recurrence comprising trifluoperazine and an anti-cancer drug, such as gefitinib or cisplatin.