The interplay between immune cell dysfunction and associated neuroinflammation plays a critical role in the pathogenesis of Alzheimer's disease. Neuroinflammation, orchestrated by microglia and peripheral immune cells, exacerbates synaptic dysfunction and neurodegeneration in AD. Emerging evidence suggests a systemic immune response in AD, challenging traditional views of neurocentric pathology. Therapeutic strategies targeting neuroinflammation hold promise, yet translating preclinical findings into clinical success remains elusive. This article presents recent advances in AD scientific studies, highlighting the pivotal role of immune cell dysfunction and signaling pathways in disease progression. We also discussed therapeutic studies targeting immune cell dysregulation, as treatment methods. This advocates for a paradigm shift towards holistic approaches that integrate peripheral and central immune responses, fostering a comprehensive understanding of AD pathophysiology and paving the way for transformative interventions.