Taken together, by characterizing mouse models of Treg-specific deletion of autism-associated CHD8, we demonstrated that CHD8 plays an important role in maintaining Treg fitness, by manipulating genetic and epigenetic programs, to control autoimmunity. Here, CHD8 is linked to autism.