Herein, the intricate molecular interplay between human serum albumin (HSA) and tungsten disulfide quantum dots (WS2 QDs) was probed using spectroscopic techniques and sophisticated molecular simulation methods. Fluorescence spectroscopy demonstrated that under physiological conditions, WS2 QDs forge a non-fluorescent ground-state complex with HSA, facilitated by hydrogen bonding and van der Waals forces, ultimately resulting in the static quenching of the protein's intrinsic fluorescence. Complementary site competition experiments and molecular docking simulations reinforced a precise 1: 1 binding stoichiometry, predominantly targeting HSA's Site I. Three-dimensional fluorescence spectroscopy revealed that WS2 QDs perturb the HSA polypeptide backbone, subtly modifying the microenvironment surrounding aromatic amino acid residues. This alteration was further corroborated by circular dichroism spectroscopy, marked by a decrease in helical content and a transition towards irregular peptide conformations. Thermal stability assays illuminated the reduced thermal resilience of the HSA − WS2 QD complex. Laser confocal microscopy coupled with thioflavin T staining yielded compelling evidence that WS2 QDs effectively inhibit amyloid fibril formation in both HSA and lysozyme, underscoring their potential as potent anti-amyloidogenic agents. This comprehensive study offers pivotal insights into multifaceted impact of WS2 QDs on protein structure and function, thereby expanding their horizon of potential applications within the burgeoning field of nanomedicine.