In a changing environment multiple anthropogenic stressors can have novel and non-additive effects on interacting species. We investigated the interactive effects of fishing and harmful algal blooms on the predator-sea urchin-macroalgae trophic cascade. Fishing of urchin predators had indirect negative effects on macroalgae, whereas blooms of epi-benthic dinoflagellates (Ostreopsis siamensis) were found to have strong negative effects on urchins and indirect positive effects on macroalgae. Based on these opposing effects, blooms were expected to counteract the cascading effects of fishing. However, a large bloom of Ostreopsis led to greater divergence in macroalgae abundance between reserve and fished sites, as urchins declined at reserve sites but remained stable at fished sites. This resulted from enhanced predation rates on bloom-affected urchins at reserve sites rather than direct lethal effects of Ostreopsis on urchins. We argue that interacting stressors can facilitate or attenuate trophic cascades depending on stressor intensity and complex non-lethal interactions.