So, apparently Joker's LIPS rubbed off when she kissed him...
Although on the other hand, Harley's just crazy enough that she very well might have put on lipstick, and then put on SOMETHING ELSE to cover it up as part of her disguise (and that it's the cover up came off in the smooch)...