Fulham returned a number of positive test results on Tuesday and, after more came in on Wednesday, the Premier League decided to call the match off. Kick-off was due to be at 1800 GMT.
It is the third top-flight game to be wiped out by the virus, following Newcastle's match with Aston Villa earlier this month and Monday's game between Everton and Manchester City.