Understanding gas adsorption on defect-engineered two-dimensional (2D) materials is essential for advancing applications in energy storage, catalysis, and sensing. In this work, first-principles calculations are employed to systematically investigate the adsorption behaviors of , and at sulfur vacancy sites in both single-component transition metal dichalcogenides (M = W, Mo, Ta, Nb, and V) and high-entropy monolayers. In systems, introduces localized defect states that enhance surface reactivity, leading to diverse adsorption modes including physisorption, chemisorption, and dissociative adsorption. Notably, dissociation is kinetically favorable on and , while remains weakly physiosorbed across all single-metal systems. In contrast, high-entropy exhibits a continuous distribution of adsorption energies due to its diverse local coordination environments and synergistic multimetal interactions. This results in significantly reduced activation barriers for dissociation, enhanced adsorption strength for , and CO, and a transition of adsorption from physisorption to chemisorption. Electronic structure analyses reveal that these improvements originate from multicenter orbital hybridization and enhanced charge transfer at vacancy sites. Overall, the high-entropy design effectively tailors the adsorption landscape of 2D transition metal dichalcogenides, offering a promising strategy for developing advanced materials for hydrogen storage, activation, and gas-sensing applications.