The invention discloses a rotary quick uniform low-energy heating furnace structure for metal billets and is applicable to the field of metal forge and press. The rotary quick uniform low-energy heating furnace is characterized in that the rotary quick uniform low-energy heating furnace structure is provided with layered hot-air inlet air deflectors (1), a layered circular air deflector (2), biarc inner air deflection walls (3), a central closed air deflection cylinder (5), an outer air deflection wall (6), double horizontal air-return passages (8), return hot-air inlet structures (9), a rotary spindle (14), a long round pipe set (10) supporting multilayer horizontal ring sets (11), and short round pipe sets (15) supporting a rack storing billets (17). The outer air deflection wall is provided with multiple layers of furnace doors (18), a driving mechanism drives the spindle (14) to rotate, a heating device provides hot air, and the hot air circulates by a fan. The problems about high-speed uniform distribution of hot air, quick and uniform heating, efficient low-energy utilization, air leak and suction of the furnace doors are solved. The heating furnace structure is compact, low in hot-air flow resistance and energy consumption, fast and uniform in heating and quite applicable to heating aluminum alloy bars.