This work presents a new approach for catalyzing N‐heteroarene and styrene hydrogenation reactions using iridium nanoparticles (IrNPs) on superparamagnetic iron oxide nanoparticles (SPIONs). The IrNP@SPIONs were fabricated by reducing the Ir‐salt precursors in de‐ionized water on SPIONs (Fe3O4), and its catalytic reactivity was evaluated in the hydrogenation of N‐heteroarens and styrenes under the mild reaction condition using molecular hydrogen pressure. The composite materials were characterized by FTIR, Raman, XRD, SEM, XPS, ICP‐OES, and TEM. The results showed that IrNPs@SPIONs exhibited >99% conversion with 1,2,3,4‐ tetrahydroquinoline (py‐THQ) selectivity under 30 bar H2 at 100 ºC temperature in 24 h using DCM as a solvent. The functional group tolerance of 6‐chloroquinoline demonstrated 99% chemoselectivity towards the 6‐chloro‐tetrahydroquinoline (6‐Cl‐py‐THQ) formation. The reactivity trend in 2‐, 4‐, and 8‐methylquinoline were evaluated and corroborated with the DFT studies. The catalytic application was extended to the hydrogenation of styrene, which resulted in 70% conversion with >99% ethylbenzene selectivity. The hydrogenation of 2‐bromostyrene produced 75% conversion with >99% chemoselectivity of 2‐bromoethylbenzene.