I'm not sure if that's actually removable or not. I think the sealant you see around it is a combination of the windshield's sealant, the sliding glass sealant, and the two roof rack rails on either side.
I have a panoramic roof, and this past summer I had to drop my headliner to tighten all the bolts holding the panoramic roof assembly to the chassis. I can't recall offhand if there were separate bolts for this panel or not, but if there are, you'll find them above the headliner.