Which is correct Purchasing's Department or Purchasing Department's?

The correct form depends on the context. "Purchasing Department" is typically used to refer to the department itself, while "Purchasing Department's" indicates possession, as in "the Purchasing Department's policies." If you're simply naming the department, use "Purchasing Department." If you're describing something that belongs to the department, use "Purchasing Department's."