Skeletal muscle depends on the precise orchestration of contractile and metabolic gene expression programs to direct fiber type specification and to ensure muscle performance. Exactly how such fiber type-specific patterns of gene expression are established and maintained remains unclear, however. Here, we demonstrate that histone mono-methyltransferase MLL4 (KMT2D), an enhancer regulator enriched in slow myofibers, plays a critical role in controlling muscle fiber identity as well as muscle performance. Skeletal muscle-specific ablation of MLL4 in mice resulted in downregulation of the slow-oxidative myofiber gene program, decreased number of type I myofibers, and diminished mitochondrial respiration, which caused reductions in muscle fat utilization and endurance capacity during exercise. Genome-wide ChIP-seq and mRNA-seq analyses revealed that MLL4 directly binds to enhancers and functions as a coactivator of the myocyte enhancer factor 2 (MEF2) to activate transcription of slow-oxidative myofiber genes. Importantly, we also found that the MLL4 regulatory circuit is associated with muscle fiber type remodeling in humans. Thus, our results uncover a pivotal role for MLL4 in specifying structural and metabolic identities of myofibers that govern muscle performance. These findings provide new therapeutic opportunities for enhancing muscle fitness to combat a variety of metabolic and muscular diseases.