• Citrus peel biochar application improved the performance of anaerobic digestion . • Citrus peel biochar addition promoted the utilization and conversion of fatty acids. • Methanosaeta and Geobacter were enriched in the digester by citrus peel biochar. • Citrus peel biochar enhanced the direct interspecific electron transfer pathway.