The text plays on the concept of time travel, which typically involves moving between different points in time. The humor arises from the contradiction of a future event (a seminar) being scheduled in the past ('2 weeks ago'), which is a playful take on the impossibility of attending an event that has already occurred according to our conventional understanding of time.
A seminar on Time Travel will be held 2 weeks ago . . . .