Cao et al. show that Trichoderma harzianum detoxifies fusaric acid into the non-toxic metabolite 10OH-FSA, thereby suppressing disease and fostering beneficial microbial networks. This work reveals toxin neutralization as an ecological strategy for sustainable control of soil-borne plant diseases.