Intriguing characteristics including high specific surface area, adjustable chemical functionality, flexibility of molecular design, high hydrothermal and mechanical stability of Porous-Organic-Polymers (POPs) present new opportunities for them to become a versatile platform in heterogeneous catalysis. Cinnamaldehyde (CAL), a representative α,β-unsaturated aldehyde, is an essential molecule, because its partially hydrogenated products, namely cinnamyl alcohol (COL) and hydrocinnamaldehyde (HCAL) are key intermediates for the production of fine chemicals including perfumes, flavorings and pharmaceuticals. In this study, we adopted a cost-effective, facile and metal & template-free strategy for the successful synthesis of hydroxyl enriched POP (denoted as TPT). The TPT was prepared by the simple one-pot condensation of triphenyl amine and terephthaldehyde in the presence of p-toluene sulphonic acid, which served as an organic catalyst. Accordingly, an integrated catalyst, Pd-Fe3O4@TPT, has been developed for the liquid phase selective hydrogenation cinnamaldehyde (CAL). Pd-Fe3O4@TPT exhibited excellent catalytic performance, providing 100% selectivity towards hydrocinnamaldehyde (HCAL) under mild reaction conditions (with relatively low hydrogen pressure and very short reaction time), whereas Fe2O3@TPT appeared inert. Compared with the conventional catalytic systems, our newly designed catalyst was superior in many aspects, owing to the rigid nature of TPT-POP, which prevents aggregation and leaching of the metal nanoparticles. We identify Pd nanoparticles (-NPs) to have two decisive roles, namely (I) transformation of Fe2O3 to Fe3O4 through metal-support interaction and (II) triggering the catalytic activity. A decrease in the Pd-Pd bond distance (~2.7 Å to ~2.49 Å) along with the shift of Fe K-edge to a lower energy was observed by the synchrotron EXAFS analysis of Pd-Fe3O4@TPT, revealing that Pd facilitated the reduction of Fe2O3 to Fe3O4. The significant enhancement in catalytic performance for the selective hydrogenation of C=C over C=O bond could be ascribed to the flat adsorption of C=C over the Pd surface and C=O bond shortening, as suggested by in-situ ATR-IR and DRIFTS spectroscopy studies. Density Functional Theory (DFT) calculations reveal two possible ways by which TPT-POP could contribute to the highly selective hydrogenation of C=C bond on the Pd-Fe3O4@TPT catalyst. Firstly, TPT acts as a structural template for generating highly concentrated Pd step sites and other low coordinated sites, which possess high activity towards C=C bond hydrogenation. Secondly, the charge transfer from TPT to the Pd clusters increases the negative charge density of the Pd sites, consequently enhancing their C=C hydrogenation activity. The present findings provide new inspirations for designing easily realizable, low-cost, and high performance catalysts for sustainable chemistry via effective surface/interface engineering.