The invention discloses a low-cost extrusion casting process for an aluminum-titanium-boron refiner. The low-cost extrusion casting process comprises the following steps of step 1, preparing a melt; step 2, removing impurities from the melt; step 3, casting the melt; step 4, mold assembly and extrusion; step 5: opening mold and taking a part; and step 6, inspecting and warehousing. In the first step, titanium salt is potassium fluotitanate, boron salt is potassium fluoborate, and the temperature of molten aluminum is 800 DEG C. Compared with an existing manufacturing process of an aluminum-titanium-boron refiner, multiple impurity removal procedures are designed, impurity ions of alloy melt can be effectively reduced, the purity of the aluminum-titanium-boron refiner can be improved, and compared with an existing casting process, an aluminum-titanium-boron refiner casting is produced through the extrusion casting process, the alloy melt can be rapidly solidified under the high pressure, uniform distribution of active property points in the refiner is achieved, aggregation and clustering are avoided, the yield of the method is high, automatic production is convenient to achieve, and the labor cost is reduced.