Guys, thanks for all the suggestions. First thing I tried was disconnecting PSU from main board. However symptoms are the same - few spins of a fan, then nothing.
I see that there is no "power good" signal in A3000 PSU, so it should just work after pressing the button, even if mainboard is not connected. Right?