The home tie, likely to be staged at Whitley Park, must be played on or before March 23.
Ashington entertain Blyth Spartans in the other semi-final.
Newcastle Reserves have won the competition 11 times in the last 19 years.
Ashington are the holders, defeated Whitley Bay 3–0 at St. James' Park on 1 May 2013.