A series of hydrogen bond donors (HBDs) functionalized deep eutectic solvents (DESs) containing both physical and chemical action sites were synthesized by hydroxypyridine with different structures and proportions plus 1-butyl-3-methylimidazolium chloride (BmimCl). The effects of temperature, partial pressure, HBDs structure, and water content on SO2 absorption were investigated, and 4-hydroxypyridine (4-Op)/BmimCl (1:2) exhibited the highest SO2 absorption capacity. In order to decrease the viscosity of absorbent and increase the applicability of 4-Op/BmimCl (1:2), the SO2 absorption capacities in four hybrid absorbents based on 4-Op/BmimCl (1:2) and four high boiling point organic solvents [sulfone, dimethyl sulfoxide (DMSO), N-methylpyrrolidone (NMP), and 1-methylimidazole (NMI)] were further studied and compared. 4-Op/BmimCl (1:2)-(NMI) showed the best absorption performance; the addition of NMI significantly decreased the viscosity of the absorbent, and the absorption capacity of absorbent was also improved compared with that of pure 4-Op/BmimCl (1:2) absorbent. The SO2 absorption capacity of hybrid absorbents (mass fraction of NMI ω = 0.3) could reach 1.23 g SO2/g absorbent at 100 kPa SO2 and 293.15 K, and the viscosity of the absorbent before absorption was only 12 mPa·s at 298.15 K. The gravimetric absorption capacity and desorption performance of hybrid absorbents did not change in the continuous absorption–desorption cycle experiments. Furthermore, the results of quantum chemical calculation and spectral analysis showed that there were physicochemical mixing interactions between pure DESs and SO2.