Background: Interpenetrating Polymeric Networks (IPN) are cross-linked polymeric alloys developed when two or more cross-linked polymers inter-penetratingly entangle. Interpenetrating polymeric networks possess several benefits including stability, biocompatibility, biodegradability, high swelling ability, and modified release efficiency. Aim: The aim of this study is to design stable, control-released montelukast sodium-loaded IPN hydrogel beads as a promising approach toward drug delivery. Objective: The goal of the present work was to develop Chitosan (swellable polymer) and glutaraldehyde (cross-linker) based modified (controlled) released montelukast sodium IPN hydrogel beads. Methods: The montelukast sodium IPN hydrogel beads were prepared via the precipitation method, and the final batch of IPN hydrogel beads was based on particle size, percent entrapment efficiency, area of swelling, and cumulative percent drug release using an overlay plot in Box-Behnken design. Compatibility studies (DSC, FT-IR) and microscopical observation (SEM) confirmed the compatibility and sphericity of the formulations. Results: The optimized (comprising 2.01% chitosan and 0.48% glutaraldehyde) IPN hydrogel beads having satisfactory particle size (817.76±54.49 μm), good entrapment efficiency (71.36±3.04%), and area of swelling (27.00±1.68 mm2) showed swelling and pH-dependent controlled montelukast release (92.96±1.05%) after 12 h with longer duration of action. Conclusion: The prepared montelukast sodium IPN hydrogel beads could be a potent control-released drug delivery vehicle.