Looks like it is hardware issue. Predictable interface names are eth0 and eth1 also wlan0. Hmm I guess I have to return it back to seller. Maybe this evening will fight a little bit with it but I almost lost hope.
I have put the same card in different pi3 and TA DAM! Works!