We report for the first time a practical and simple supramolecular approach to turn fluorophores into photosensitizers (PSs). Using boron dipyrromethene (BODIPY) as a proof-of-concept, eight BODIPY derivatives manifest bright fluorescence and generate negligible singlet oxygen in solution. By contrast, aggregation fails fluorescence emission whereas enhances singlet oxygen generation. Experimentally, these aggregates have excellent photodynamic therapy (PDT) performance and one even exhibits much stronger photocytotoxicity than the commercialized PS Ce6 under the identical conditions. Theoretical studies show that this property was originated from significantly reduced energy gaps between relevant excited singlet and triplet states, leading to considerably improved intersystem crossing efficiency. Importantly, a simple disaggregation recovers the original properties of the fluorophores. This reversible switching property between fluorophores and PSs could assist to develop smart PDT systems, in which singlet oxygen generation in tumor can be controlled in an intelligent manner after PDT treatment. The present work provides a novel strategy to design heavy-atom-free PSs and may pave a way for developing smart PDT systems.