Sluggish conjugated π bonds of graphene should be weakened to promote adsorption activity. A charge delivery channel along S → N → CO2 path should be prior responsible for the enhancement of CO2 capture on graphene. Applicative temperature range of graphene-based adsorbents for CO2 capture is extend to about 100 °C via N, S dual-doping.