The invention belongs to the technical field of metallurgy, and particularly relates to AISI410SS martensite stainless steel for a valve and a preparation process of the AISI410SS martensite stainless steel. By reasonably designing chemical components, the AISI410SS martensite stainless steel is composed of 0.10%-0.15% of C, 0.20%-0.50% of Si, 0.30%-0.60% of Mn, 11.0%-13.5% of Cr, 0-0.6% of Mo, 0.30%-0.60% of Ni, 0-0.020% of S, 0-0.020% of P, 0-0.20% of Cu, 0-0.050% of V, 0.010%-0.080% of Nb, 0-0.00016% of H, 0-0.0035% of O, and the balance Fe and impurity elements, wherein the total content of the impurity elements is smaller than or equal to 1.0%. In the smelting process, high-quality scrap steel, pig iron and sponge iron are selected as furnace charges, electric arc furnace EBT primary melting, LF refining, vacuum degassing (VD), mould casting of a steel ingot and hot charging of the steel ingot are adopted, through an oil and precision combined forging process of upsetting and drawing out of an oil press and forming of a precision forging machine, after a forge piece is subjected to overall conditioning, the strength meets the requirements that Rm is greater than or equal to 655 MPa, Rp 0.2 is greater than or equal to 517 MPa, A is greater than or equal to 18% and Z is greater than or equal to 35%, -29 DEG C impact energy averagely reaches 50 J, -46 DEG C impact energy averagely reaches 38 J, the requirement of API6A standard low temperature toughness AKv is met, the rejection rate of products is reduced, and labor efficiency is improved.