An assessment of the anticancer activity of Glutaraldehyde-crosslinked Naringenin-loaded Albumin Nanoparticles (GNANPs) against gastric cancer cells was the purpose of this study. The increasing prevalence of gastric cancer and the limitations of conventional therapies necessitate novel approaches that combine targeted drug delivery with therapeutic efficacy. Several techniques were used to characterize the synthesized GNANPs, including UV-visible spectroscopy, X-ray diffractometer (XRD), scanning electron microscope (SEM), transmission electron microscope (TEM), Fourier transform infrared (FT-IR), dynamic light scattering (DLS), and photoluminescence (PL). They were evaluated for their antimicrobial properties, cytotoxicity, ROS accumulation, apoptotic activity, and oxidative stress markers against AGS cells. The characterization analyses indicated the existence of Glutaraldehyde-crosslinked Naringenin-loaded Albumin Nanoparticles with an oval-shaped morphology and an average particle size of 127.80 nm. The existence of several elements and functional groups in the GNANPs was also detected using EDX and FT-IR analyses, respectively. The synthesized GNANPs have shown exceptional antibacterial activities by effectively inhibiting the growth of several infections. The treatment of GNANPs efficiently inhibited the growth of AGS cells. Fluorescence staining studies showed increased apoptosis and oxidative stress markers in AGS cells treated with synthesized Glutaraldehyde-crosslinked Naringenin-loaded Albumin Nanoparticles, indicating their potential as a viable cancer treatment option.