Taken together, our data suggest that the superior tumor targeting and penetration of PAZA NPs was attributed to the in situ formation of FN‐enriched protein corona after intravenous administration, which promoted transcytosis in the tumor tissue through FN‐ITGA interaction. Here, FN1 is linked to neoplasm.