Some of the most pharmacologically powerful plant metabolites come from species that are not edible, largely because evolution optimized them for defense rather than safety. In oncology, where many effective therapies are intrinsically hazardous, toxicity should be treated less as a disqualifier and more as a development constraint that can sometimes be engineered. This commentary argues for a shift from “toxic plant equals interesting cytotoxicity” to precision toxic phytomedicine: mechanism-anchored discovery, reproducible chemistry, rational selectivity assessment, and exposure control through modern delivery and prodrug strategies. The frontier opportunity is not to promote poisonous botanicals as therapies, but to convert their chemical aggression into clinically manageable, target-selective anticancer leads. Historically, oncology has already benefited from toxic plant-derived anticancer pharmacology, showing that toxicity does not preclude clinical value when exposure and mechanism are carefully controlled. The key issue is therefore not whether toxic botanicals are safe in their raw form, but whether their defense metabolites can be translated into reproducible, target-informed, and clinically manageable anticancer leads.