A treasury is either

The Treasury Building of Brisbane

The head of a treasury is typically known as a treasurer. This position may not necessarily have the final control over the actions of the treasury, particularly if they are not an elected representative.

The adjective for a treasury is normally treasurial. The adjective "tresorial" can also be used, but this normally means pertaining to a treasurer.