The tailoring of the metal–metal oxide interface has emerged as an effective method to improve the catalytic performance of heterogeneous catalysts. Herein, we report on the synthesis of a catalyst with a Pt–Fe3+–OH interface based on a Fe2O3–Pt core–shell structure by atomic layer deposition. This tandem catalyst shows remarkably high catalytic efficiency and selectivity (>89%) of imine for the reductive coupling of nitrobenzene and furfural. The Pt–Fe3+–OH interface sites weaken the Pt–H bond and suppress the further hydrogenation of imine to amine. In contrast, the monometallic Pt catalyst shows a strong Pt–H interaction and dominant formation of amine. Further comparison revealed that the Fe2O3–Pt core–shell structure exhibited a higher TOF in the generation of imine and a better utilization of Pt than the Pt–Fe2O3 core–shell structure.