The 20-year-old sustained a hamstring tear in Sunday’s defeat at West Ham.
The England Under 21 international has become a first-team regular since Kenny Dalglish took over as manager at Liverpool in January.
Kelly will miss Liverpool’s key clash with rivals Manchester United on Sunday.