Then your PS2 is not detecting the MC at all.
It may not necessarily mean they are empty, they can still be "alive" but your ps2 is not reading them
Try port 2, if it doesnt show on port 2, open your console and do a good cleaning, not just the MC port pins but the general board, there are some...