We're talking about the 1e illusionist, and to be honest I don't know how different they are from the 2e, but I will get to that part of the book soon enough.
I seem to recall, so this may be faulty, but when you dispel the fireball, you don't lose the spell. I think the game only checked if you had it memorized.