Their coach is also under investigation over disturbing allegations of possible hazing.
The baseball players and their coach are from Florence High School near Trenton.
A junior varsity player told police he was held down and bitten by other players during a hazing ritual.
The district's anti-bullying coordinator is now investigating.
The names of the athletes have not been released.