I've played one and a half seasons of ML so far (on Professional) and I've been given probably 5 penalties in that time so it can happen. Having said that, there are definitely times when you're blatantly fouled but nothing is given.
Opposition players have been given a yellow card against me, but no-one I've played so far in all those games has had a man sent off. I'm not sure that will ever happen.