The invention relates to cold-resistant acrylate rubber. The main chain of the rubber is a saturated carbon chain, and the rubber is synthesized by an emulsion polymerization method. The scheme comprises the following steps of: fully emulsifying 40 to 90 mass percent of butyl acrylate, 30 to 60 mass percent of ethyl acrylate and 1 to 10 mass percent of vinyl chloroacetate with 1 to 10 percent emulsifier aqueous solution in a reaction kettle, performing polymerization reaction under the initiation of 0.0001 to 0.1 mass percent of initiator, demulsifying reaction liquid in 2 to 20 percent electrolyte salt solution, coagulating to form a white granular elastomer, and washing and drying to obtain a product. The invention has the advantages that: the cold-resistant acrylate rubber has high physical and mechanical properties and postprocessing property and can meet the requirements of automobiles, motorcycles and the like on rubber materials; and the finished product has high cold resistance, heat resistance and oil resistance.