Tried phone restart, no change. Internet connection is working. Drop does not ask for Nokia Account username and password, as those have been entered earlier in Maps settings.
Nokia 701 running Belle Feature Pack 1, v112.010.1404, Drop client for Belle.
The same problem was also there with Nokia Belle 111.30.609.