The thermodynamic instability of traditional aqueous foams stabilized surfactants is the most critical bottleneck for construction of porous material. Herein, a novel strategy was proposed to prepare capillary foam based on chlorella and utilize it as a template for constructing porous materials with high‐efficiency adsorption. The capillary foam, stabilized by chlorella particles enclosed within a gel network of oil bridges connecting the particles (capillary suspension). Chlorella particles, acting as stable particles, form oil bridges and were distributed at the phase interface of the Capillary foam. These particles exhibited resistance to shear force, allowing the formation of long‐term stable Capillary foam. Utilizing this foam as a template, a porous material with outstanding adsorption performance for Methylene Blue (MB) and Brilliant Green (BG) dyes was successfully constructed. Additionally, the material exhibited sustained high adsorption performance even after undergoing 5 thermal regeneration‐adsorption cycles. In conclusion, this study presented a green and straightforward method for constructing capillary foam with high stability, presenting a promising approach for developing porous materials with exceptional adsorption and regeneration properties for dyes.