Was just going to say you usually need to push down slightly and turn to remove the full assembly.
That said it does look awfully like the soldered in Merc types - those can still be replaced but usually that involves either replacing a section of the track ornre soldering
I tried pushing down, slightly twisting it and the housing doesn't move. All the bulbs simply pop out when you pull them.