A series of benzohydrazide derivatives as novel ribosomal S6 kinase 2 (RSK2) inhibitors were designed and synthesized from a hit compound previously discovered by ligand-based virtual screening. Biological assays showed that these compounds possessed moderate inhibitory activities towards RSK2. The structural activity relationships (SAR) were elucidated by molecular docking and further optimization was performed.