Have you entered the room with the djinn in the basement, found the two healing potions and the letter dicriminating Dr Elrath???

Then, and only then will you have searched thoroughly and get your 2nd confrontation with Dr E.

In times of crisis it is of the utmost importance not to lose your head (Marie Antoinette)