Don't be in such a hurry my friend. It is summer after all.
Sure, you can lower the posts to the plinth. The trick is just that they should not rest directly on the plinth; instead, attach a couple of plinth irons and mount the post with a small air gap from the concrete. Also make sure to oil and paint the underside of the post first.