As the density of bit cells increases, reliability issue in state-of-the-art Dynamic Random Access Memory (DRAM) becomes critical. Row Hammer (RH) is one of the reliability issues in sub-20 nm DRAM product. This work proposes an air gap technique [i.e., placing an air gap beneath passing wordline (PWL)], to suppress the RH in sub-20 nm DRAM. Using 3D TCAD simulations, the electric field and Shockley-Read-Hall (SRH) recombination rate are investigated when the PWL is activated. And, when the PWL is deactivated, the leakage current toward the bitline is extracted, to investigate the impact of the air gap on RH. It turned out that a low-k dielectric material in the air gap can effectively help to reduce the electric field intensity near the interface between shallow-trench-isolation (STI) and silicon. The relatively weak electric field can prevent the flow of electrons that causes read/write errors through trap-assisted recombination. By adopting the air gap in STI, 82 % improvement was estimated in terms of alleviating RH.