The Blues took the lead through Kelvin Etuhu before a Jonathan Godsmark double either side of half-time put the Magpies ahead.
However, Ashley Williams levelled before skipper Michael Johnson grabbbed the winner.
The second leg of the semi-final will be played next Thursday (March 23) at the City of Manchester Stadium