Stimuli activatable systems have the potential to deliver drugs to targeted areas by releasing therapeutic agents in response to diseased specific microenvironments such as the acidic environment commonly found in diseased tissues. This review article focuses on gossypol, a bioactive compound with inherent toxicity due to its formyl groups. It highlights the potential of imine‐linked gossypol‐based prodrugs and nanoparticle formulations for targeted delivery and controlled release. The unique presence of polyphenolic cores on gossypol can be utilized to prepare nanoparticles. This review offers valuable insights into designing safer and more effective drug delivery systems by elucidating the masking effect and stimuli‐responsive release mechanisms. Numerous examples demonstrate the conversion of formyl groups to imines, creating prodrugs that mask reactive functionalities and offer pH‐responsive release. This insight can guide the design of combination therapeutics, where a second drug with an amine terminal group can form imine‐linked prodrugs. Additionally, the second part discusses the use of polyphenolic moieties to create stable nanoparticles from infinite polymeric networks. Through a comprehensive examination of gossypol's properties and applications, this review emphasizes the broader implications of such a masking strategy for optimizing the therapeutic benefits of many similar bioactive compounds while minimizing adverse effects.