Alleged ISIS fanboy Justin Nojan Sullivan used a rifle he stole from his dad to shoot his neighbor in the head and lied to authorities about his involvement, according to new charges unsealed Monday.

“Justin Sullivan had elaborate plans to kill hundreds of innocent people to show his support for the...