Two novel lanthanide metal‐organic frameworks (LnMOFs), {[Me2NH2]2[Eu4(L)5(SO4)2]⋅H2O}n (EuMOF‐1) and {[Me2NH2][Tb(L)(SO4)(H2O)]}n (TbMOF‐2), were successfully synthesized by using protonated pyridine‐3,5‐dicarboxylic acid sulfate ligand (H3L+⋅1/2SO42−) under identical solvthermal conditions. To our delight, structural analyses indicate that these two LnMOFs (Ln=Eu or Tb) exhibit two extremely different structures in terms of three‐dimensional open framework and two‐dimensional stacking layered network, which is entirely different from the usual isostructures of LnMOFs (Ln=Eu and Tb). The “Gadolinium break” effect was unprecedentedly observed, leading to phase transformation from EuMOF‐1 to TbMOF‐2 by gradual decrease of Eu content. A serious of bimetallic EuxTb1−x MOFs (x=0.8, 0.6, 0.4, 0.2) materials during phase transformation process were achieved. When evaluated as luminescent quenching sensors for Fe3+ ion, the KSV constant was increased by 36.6% from monometallic EuMOF‐1 to bimetallic Eu0.6Tb0.4 MOF. Additionally, the exclusive sensing and its enhancing mechanism towards Fe3+ are further discussed. This work would establish a new strategy for enhancing the sensing performance of luminescent lanthanide MOFs.