The invention discloses an energy-saving tempering furnace. The furnace comprises a casing, the top portions of left and right sides of an inner wall of the casing are fixedly connected with first heating rod bodies, the bottom of the inner wall of the casing is fixedly connected with a second heating rod body, and a stabilizer plate is fixedly connected to the inner wall of the casing and above the second heating rod body. Through the mutual cooperation of a rotating electric machine, a rotating shaft, a driving gear, a first rolling bearing, a forward rotating threaded rod, a second rollingbearing, a reverse threaded rod, a driven gear, a thread block, a movable block, a sliding groove, a sliding block, a sliding rod, a sliding plate, a counterweight, a pulley, a through groove, a steelwire rope, a stable motor, a stable rotating shaft, a fixed sleeve and fan blades, the furnace achieves the effect of high heating efficiency, solves the problem of low heating efficiency of the energy-saving tempering furnace, makes air circulate inside a tempering furnace body, greatly improves the work efficiency, reduces the time and effort of workers, and brings great convenience to a user.