Gastric carcinogenesis is a commonly diagnosed type of cancer and has a dismal prognosis because of the rate at which it aggressively spreads and because of the lack of effective therapies to stop its progression. This study evaluated a type of oral drug delivery system of a potential target-activated nanosizer comprising a fucose-conjugated chitosan and polyethylene glycol-conjugated chitosan complex with gelatin containing encapsulated green tea polyphenol extract epigallocatechin-3-gallate, allowing oral administration of the drug through a site-specific release in gastric cancer cells. The results demonstrated that the nanoparticles effectively reduced drug release within gastric acids and that a controlled epigallocatechin-3-gallate release inhibited gastric cancer cell growth, induced cell apoptosis, and reduced vascular endothelial growth factor protein expression. Furthermore, in vivo assay results indicated that the prepared epigallocatechin-3-gallate-loaded fucose-chitosan/polyethylene glycol-chitosan/gelatin nanoparticles significantly affected gastric tumor activity and reduced gastric and liver tissue inflammatory reaction in an orthotopic gastric tumor mouse model.