Curcumin is a kind of hydrophobic polyphenol extracted from the rhizome of Curcuma. It has many pharmacological effects, such as anti-cancer, anti-inflammatory and anti-oxidation. It can improve the symptoms of cancer, diabetes and brain injury. With the development of research, it has been found that it has good anti-inflammatory and neuroprotective effects. Curcumin has been proved to have good potential in the treatment of nervous system diseases. However, poor solubility, low stability, rapid clearance rate in vivo and poor permeability of blood-brain barrier (BBB) limit its clinical application. In recent years, nanoparticles based drug delivery systems have effectively improved the water solubility and bioavailability of Curcumin. In this review, effects and possible mechanisms of Curcumin and its nanoparticles have been elucidated in a variety of central nervous system (CNS) related diseases, including Alzheimer's disease, Parkinson's disease, multiple sclerosis, amyotrophic lateral sclerosis and glioblastoma, etc.