The Reds have so far seen off the challenge of Leeds United and Aldershot Town and now face Championship side Palace in the last eight of the competition.
The tie will take place during the week commencing Monday 28 November.
Chelsea v Liverpool
Arsenal v Man City
United v Crystal Palace
Cardiff v Blackburn