The incident took place Wednesday at the Blagojevich home on Chicago's Northwest Side.
The teens allegedly threw a bottle through a window of the home. Patti Blagojevich was apparently home at the time.
The teens are charged with criminal damage to property.
Police were unsure about the motive or if the suspects knew who owned the house.