Ni-nanoparticles-bound BNNS with special catalytic property can be one-step fabricated by “a novel radiation-induced reduction-exfoliation” method, i.e., Ni2+-intercalated h-BN crystals can be exfoliated in alcohol/water medium under γ-ray radiation.