Genome methylation is a key epigenetic mechanism in various biological events such as development, cellular differentiation, cancer progression, aging, and iPSC reprogramming. Crosstalk between DNA methylation and regulation in gene expression is employed through MBD2, known as reader of DNA methylation and suggested as a drug target. Despite its magnitude of significance and rationale of nomination, a scarcely limited number of druggable ligands has been detected so far. Hence, we screened a comprehensive compound library, and then certain of them were subjected to computational docking analysis by targeting the methylated DNA-binding domain of human MBD2. We could detect reasonable binding energies and docking residues presumably located in druggable pockets. Docking results were also validated via MD simulation and per-residue energy decomposition calculation. Drug-likeness of tested ligands was assessed through ADMET prediction in order to foresee off-target side effects for future studies. Herein, on the basis of collaborating approaches such as molecular docking, MD simulation, energy decomposition, and ADMET prediction, notably two compounds named CID3100583 and 8,8-Ethylenebistheophylline, have become prominent as novel candidates, possibly disrupting MBD2MBD–DNA interaction. Hereby, these compounds exhibit a promising usage potential in a wide range of implementations from cancer treatment to somatic cell reprogramming protocols.