You are quite correct. 'taking' is a gerund and requires the possessive case, as in:
The president was opposed to my taking part in the negotiations, so he asked Mr. Smith.
With regard to Mr. Smith's taking charge at the Foreign Affairs department,..."
(The official name would be Department of Foreign Affairs)