Abstract Background Renal fibrosis represents the final common pathological manifestation of chronic kidney disease (CKD), yet the underlying mechanism remains elusive, and there is still a lack of effective targeted therapeutic strategy. Although previous research indicated that repressor element 1-silencing transcription factor (REST) contributed to acute kidney injury (AKI) in renal tubular epithelial cells (RTECs), its specific contribution to renal fibrosis and associated mechanisms remains largely unexplored. Methods Renal biopsies from CKD patients were collected to evaluate the expression of REST. Kidney-specific Rest conditional knockout (Cdh16-Cre/Rest flox/flox ) mice were generated and employed unilateral ureter obstruction (UUO) models to investigate the role of REST in renal fibrosis. RNA sequencing was performed to elucidate the mechanism. Mitochondrial function was evaluated by transmission electron microscopy (TEM), reactive oxygen species (ROS), oxygen consumption rates (OCR), extracellular acidifcation rate (ECAR) and adenosine triphosphate (ATP). The severity of renal fibrosis was assessed through Western blot, immunofluorescent staining and immumohistochemical staining. Bioinformatic prediction, dual luciferase reporter gene assay, point mutation and chromatin immunoprecipitation (ChIP) assay were utilized to clarify the molecular mechanism. Results REST was significantly up-regulated in the kidney tissues from CKD patients, UUO-induced fibrotic mouse models and TGF-β1-incubated RTECs. Notably, kidney-specific knockout of Rest prominently alleviated renal fibrosis by improving mitochondrial energy metabolism and restoring fatty acid oxidation. Mechanically, REST disturbed mitochondrial energy metabolism through repressing the transcription of oxoglutarate dehydrogenase-like (OGDHL) via directly binding to its promotor region. Further, pharmacological inhibition of REST using the specific REST inhibitor, X5050, significantly ameliorated the progression of renal fibrosis both in vitro and in vivo. Conclusions Our explorations revealed the upregulation of REST in renal fibrosis disrupts mitochondrial energy metabolism through transcriptionally suppressing OGDHL, which may act as a promising therapeutic target for renal fibrosis.