The incident happened in Jersey City on Monday night.
Police say a driver pulled up to a group of people in a neighborhood, threw what is believed to be sulfuric acid on them and drove away.
Three of the victims are teenagers.
All of them were treated for chemical burns.
Police took a juvenile into custody.
Investigators believe the attack was targeted and stemmed from an earlier dispute.