An industrial furnace comprehensive energy saving and emission reduction integrated system is characterized in that the industrial furnace comprehensive energy saving and emission reduction integrated system is a comprehensive integration integrated system which compounds oxygen-enriched combustion-supporting technology, a selective non-catalytic reduction (SNCR) denitrification method and an oxidation neutralization desulfurization and denitrification dedusting method. The industrial furnace comprehensive energy saving and emission reduction integrated system comprises a waste heat boiler, a deduster, a reducing agent spray atomization device, an oxidation neutralization denitrification reaction tower, an ammonium salt pond, an oxygen-enriched generating device, a wind mixing device, an ozone generating device and an ammonium salt liquid-solid separation device, wherein the waste heat boiler, the deduster, the reducing agent spray atomization device, the oxidation neutralization denitrification reaction tower, the ammonium salt pond, the oxygen-enriched generating device, the wind mixing device, the ozone generating device and the ammonium salt liquid-solid separation device are sequentially connected. The industrial furnace comprehensive energy saving and emission reduction integrated system not only is reasonable in process route and high in desulfurization and denitrification efficiency and combustion efficiency; but also is high in use rates of desulfurization and denitrification absorbent, can effectively reduce consumption of fuel such as fire coal, and improves yield of a furnace. Besides, clinker combusted quality of a cement kiln in an industrial furnace can be effectively improved, and intensity of cement end products can be improved by 3 to 28 days.