Launching your drone sometimes deletes the item.
I presume that the server thinks you've launched it, removing it from the inventory but in practice you're stood there with a drone gone missing.
I am under the impression this is due to lag or mis synchronization with the server.
I am aware this is a minor issue with store bought drones, but you don't want this happening to rare drones.