MicroRNAs (miRNAs) are increasingly recognized as vital biomarkers for cancer, given their aberrant expression patterns in oncogenesis. Sensitive detection of these miRNAs is imperative for early-stage cancer diagnostics. Current fluorescence-based assays, while effective, are limited by the need for costly labeling and external laser sources, contributing to elevated autofluorescence background signals. Our study introduces a label- and laser-free, chemiluminescence-based, autocatalytic DNA circuit composed of catalytic hairpin assembly (CHA) and hybridization chain reaction (HCR), offering a sensitive and accurate approach to miRNA detection. The target T initiates CHA, generating multiple dsDNA products with exposed initiator I sequences. I triggers HCR to form long nanowires encoded with intact T and hemin/G-quadruplex DNAzyme structures, respectively, leading to self-catalytic cycles and amplified chemiluminescence signal output. By integrating auxiliary recognition hairpin, this autocatalytic chemiluminescence method enables the sensitive detection of miRNA. Overall, our sensitive and accurate miRNA assay provides a novel tool for the early diagnosis of cancer.