The rhizosphere serves as the primary defense against pathogens, but rhizosphere metabolites can also act as carbon sources and signaling molecules that attract soil borne pathogenic fungi to the destruction of rhizosphere defenses. We propose that whether reducing rhizosphere metabolites improves complex microbial networks defense. Here, we found that reducing rhizosphere metabolites altered fungal community structure more than bacteria, resulting in a downward trend in fungal diversity, soil-borne pathogenic fungal Fusarium abundance, and soil microbial community functions, e.g., metabolic functions, enzyme activities, and protein expression. However, the trend is more favorable to plant growth, which might be explained by the combined effect of the upward trend in bacterial diversity in the rhizosphere and bulk soil. Furthermore, we identified biomarkers Monographella, Acremonium, Geosmithia, and Funneliformis, which negatively correlated with other differential microbiology, play a competitive role in community member interactions. They optimized the microbial ecology with functions that mobilize soil nutrients, reduce pathogens and soil acidification, and lower phenolic acids. Integrating our findings proposes new avenues for understanding the complex soil rhizosphere mysteries of the critical role of metabolites in "soil environment - microorganisms - metabolites" ecology interactions and provides a design to build synthetic microbial community to enhance defense.