There's a difference between not dreaming and not remembering your dreams.
I've heard that you only remember your dreams if you happen to wake in the middle.
If you're not getting enough sleep, or you're not sleeping well, you won't wake up enough to remember any dreams.
Sleep apnea seems to be a big reason for disrupted sleep. You might want to ask a doctor.