Premier League leaders Manchester City, meanwhile, will take on Peterborough United, and Liverpool have a home tie against Norwich City after they knocked out Cardiff City in round four.
Chelsea enjoyed a number of good chances but, ultimately, couldn't take find the net.
This round has 155 games.