The invention belongs to the technical field of steel smelting furnaces, and particularly relates to a vacuum steel smelting furnace. A shell, a bottom plate, a feeding box, a first motor, a lead screw, a movable block, a connecting rod, a limiting plate, a fixing plate, a movable plate, a first connecting block, a second connecting block, a fixing frame, a second motor, a belt, a belt wheel, a transmission shaft, a vacuum cavity, an inner furnace, an outer furnace, a seal furnace crown, a vacuum pump, a connecting pipe, a first air cylinder valve, a storage tank, an air blower, a communication pipe, a second air cylinder valve, an air pipe, a feeding pipe, an oxygen inlet pipe, a feeding hopper, a discharging pipe, a stirring cavity, a third motor, a stirring shaft, a casing pipe, a conical barrel, screen holes, a grinding barrel, a stirring bar, a mixing hopper, a material outlet pipe and grinding teeth are included. Through matched communication of the storage tank, the first air cylinder valve, the second air cylinder valve, the connecting pipe and the communication pipe, vacuum pumping is only conducted on the vacuum cavity through the vacuum pump and the air blower, accordingly, rapid vacuum pumping of the vacuum cavity is achieved, the steel smelting efficiency is improved, and heat losses are reduced.