Sunderland, the only EFL club left in the competition, travel to Emirates Stadium to take on Arsenal, while Premier League leaders Chelsea take on west London rivals Brentford.
The games will be played in the week of 20 December.
Quarter-final draw in full
Tottenham Hotspur v West Ham
Arsenal v Sunderland
Brentford v Chelsea
Liverpool v Leicester City