Efficient selective hydrogenation of furfural to tetrahydrofurfural or 5-hydroxymethylfurfural to 5-hydroxymethyltetrahydro-2-furaldehyde have been realized over Pd/LDH-MgAl-NO3, and the selectivities could reach 92.6% and 83.7%, respectively.