Taxol is widely used in cancer chemotherapy; however, the oral absorption of Taxol remains a formidable challenge. Since the intestinal p‐glycoprotein (P‐gp) mediated drug efflux is one of the primary causes, the development of P‐gp inhibitor is emerging as a promising strategy to realize Taxol’s oral delivery. Because P‐gp exists in many tissues, the non‐selective P‐gp inhibitors would lead to toxicity. Correspondingly, a potent and intestine specific P‐gp inhibitor would be an ideal solution to boost the oral absorption of Taxol and avoid exogenous toxicity. Herein, we would like to report a highly potent and intestine specific P‐gp inhibitor to enable oral delivery of Taxol in high efficiency. Through a multicomponent reaction and post‐modification, various benzofuran‐fused‐piperidine derivatives were achieved and the biological evaluation identified 16c with potent P‐gp inhibitory activity. Notably, 16c was intestine specific and showed almost none absorption (F = 0.82%), but possessing higher efficacy than Encequidar to improve the oral absorption of Taxol. In MDA‐MB‐231 xenograft model, the oral administration of Taxol and 16c showed high therapeutic efficiency and low toxicity, thus providing a valuable chemotherapy strategy.