The main objective of this study was to prepare atenolol (ATN) imprinted polysaccharide based biomaterials using mungbean starch (MBS), polyvinyl alcohol (PVA), and plasticizers under UV curing and to evaluate their recognition and drug release behavior. The prepared ATN imprinted biomaterials were characterized by FT-IR and SEM. In addition, the ATN recognition of biomaterials were interpreted by the adsorption isotherm models and binding site energy distribution. The Freundlich and Sips equations showed better correlation with the experimental data than the Langmuir equation. The binding site energy distribution function was also useful to compare the recognition between target molecule and biomaterials. The results of ATN release indicate that the release at pH 4.0 was higher than that at pH 10.0. Results of the artificial skin test verified that ATN was released constantly for 14 days. In addition, the ATN release of biomaterial patches followed the Fickian diffusion mechanism, but followed the non-Fickian diffusion behavior with artificial skin.