Atherosclerosis, a pathological process propelled by inflammatory mediators and lipids, is a principal contributor to cardiovascular disease incidents. Currently, drug therapy, the primary therapeutic strategy for atherosclerosis, faces challenges such as poor stability and significant side effects. The advent of nanomaterials has garnered considerable attention from scientific researchers. Nanoparticles, such as liposomes and polymeric nanoparticles, have been developed for drug delivery in atherosclerosis treatment. This review will focus on how nanoparticles effectively improve drug safety and efficacy, as well as the continuous development and optimization of nanoparticles of the same material and further explore current challenges and future opportunities in this field.