Our study identifies a potentially novel miR-182-5p/FGF21/acetylcholine/PKA signaling circuit that mediates the crosstalk between adipocytes and adipose tissue–resident macrophages to promote beige fat development and counteract overnutrition-induced obesity. Here, FGF21 is linked to obesity disorder.