Newcastle took the lead from Sibierski but then two strikes from James Harper put Reading in front.
Newcastle then won a soft penalty in thesecond which Martins took to level.
Emre popped with an 84th minute wonderstrike to win the game.
Reading stay 6th, Newcastle move out of the bottom 3.
