The Reds are set to begin their run in the 2018-19 edition of the tournament by hosting their fellow Premier League side at Anfield.
The teams' most recent meeting in the competition was in the 2015 semi-finals, when Chelsea claimed a 2-1 aggregate victory.
This tie will be played in the week commencing September 24.