I have dealt with this problem once again today.
It shows up that the problem is... my USB-Serial Adapter. I could log in into Cisco routers and switches but not APs! Then I have used USB-Serial Adapter with ProLific chipset and it has worked. It did not concern my computer because my collegues also had the same issue using my adapter.