The 20-year-old sustained a knock during Liverpool’s 1-0 win at Chelsea on Sunday.
Kelly is the sixth defender to pull out of England Under-21 boss Stuart Pearce’s squad.
Chris Smalling, Kieran Gibbs, Micah Richards, James Tomkins and Kyle Walker have already withdrawn from the squad.
