The invention discloses a method for quick deoxidization in the smelting process of a ladle furnace (LF). The method comprises the following steps: (1) adding aluminum iron containing 40% of aluminumat a time after molten steel enters the ladle furnace (LF), so that the aluminum content in the molten steel reaches 0.04%-0.05%, and adding 150 kg of low aluminum slag balls, and 2-2.5 kg of active lime per ton of steel; (2) powering on and slagging, powering on for 3-5 times, adding 0.2 kg of molten steel deoxidizing agents per ton of steel, powering on for 5 min, melting top slag, and then powering off; (3) adjusting argon gas flow such that the diameter of the slag face blown by argon gas is 450-500 mm, adding 1-1.5 kg of the low aluminum slag balls per ton of steel, and 0.4 kg of the molten steel deoxidizing agents per ton of steel, stirring the mixtures for 15-20s, and then adding 1-1.5 kg of the low aluminum slag balls per ton of steel and 0.4 kg of the molten steel deoxidizing agents per ton of steel if the deoxidization effect is poor; stirring the mixtures for 15-20s, till the section of the top slag is yellowish white, namely that the deoxidization is finished; and adjustingthe argon gas flow to 100-150 L / min in time, and performing subsequent operation. According to the method disclosed by the invention, not only the quick deoxidization of molten steel in the smeltingprocess is achieved, the output of inclusions in the smelting process is reduced, and the quality of steel billets is improved, but also the thermal efficiency in the power-on heating process is improved, and the power consumption and slag consumption are reduced.