For carbon‐based fully printable mesoscopic perovskite solar cells (FP‐PSCs), due to the serious interfacial defects formed in the uncontrollable crystallization process, modifying the interface between perovskite and electron transport layer is an effective way to enhance their photovoltaic performance. Herein, ultrathin ZrO2 is deposited on the mesoporous TiO2 surface by using spray pyrolysis, and Zr4+ intercalates into the TiO2 surface lattice and works together with Ti4+ and O2− ions. Thanks to this surface lattice perturbation of Zr4+, the reduction of surface oxygen vacancies of TiO2 (electron transport layer) decreases the density of defective states at the TiO2–perovskite interface inhibiting the Shockley–Read–Hall recombination (nonradiative recombination) in the charge cross‐interface transfer. Furthermore, both the open‐circuit voltage and short‐circuit current density are improved significantly. Based on perovskite Cs0.05(FA0.92MA0.08)0.95Pb(I0.92Br0.08)3 for carbon‐based FP‐PSCs, a high power conversion efficiency of 17.81% is obtained. It provides a novel idea and technology for efficient interfacial modification of the electron transport layer for FP‐PSCs.