The ages of children were between five to ten years. Police have been deployed to the scene.
The attacker, who is identified as the father of a student according to US media, has been dead.
According to a local channel WTNH-TV channel, the shooting took place in a kindergarten classroom at the Sandy Hook Elementary School in Newtown.
President Barack Obama has been informed about the incident.