Abstract Developing high‐efficiency yet low‐cost photocatalyst for solar hydrogen production by avoiding the use of noble metals has received adequate interest but remains a great challenge to date. This work reports a seed‐mediated hydrothermal approach for the synthesis of NiS 2 quantum dots (QDs) anchored two‐dimensional graphitic carbon nitride (g‐C 3 N 4 ) nanosheets. This hybrid shows superior performance toward photocatalytic H 2 evolution from water. The highest H 2 evolution rate reaches 4.841 μmol h −1 , with an apparent quantum efficiency of 2 % at 425 nm, which is even much higher than that of Pt‐modified g‐C 3 N 4 photocatalyst (2.865 μmol h −1 ). Moreover, the composite presents good stability without notable activity decay after several cycled tests. It is found that NiS 2 QDs are essential for this improvement. These small nanoclusters not only benefit rapid and vectorial diffusion of photogenerated electrons from g‐C 3 N 4 to NiS 2 , but also promote H 2 evolution by decreasing the thermodynamic overpotential for proton reduction. This work thus marks an important step toward designing good‐performance and low‐cost photocatalytic materials for solar H 2 conversion.