Ao Tanaka found a 96th minute equaliser to earn the point and send the home support - and Farke's bench - into mad celebration.
Farke said afterwards: "Another magical night here at Elland Road, and the ground was again rocking, like no other ground probably in world football. Once this place is on it, it can be second to none.
"My boys have this attitude, they never know once they're beaten. They always try, whatever is thrown at them in terms of difficulties or adversity, they always try to find the answer and try to find good solutions. And then to come back in this way after being 2-0 down and to equalise the game was outstanding.
"Yes, I'm happy for the boys and the point feels like a win, but it's also just a point, we need to win many more points. Important week for us, important point also for us, but nothing is achieved yet, we have to keep going and need to win a few more games.
"We need to draw a few more games, but if we show this type of performance, especially spirit and belief, then we definitely have a good chance. At this stage in the season, the performances in all three of these games have been magnificent."