How can I keep my rats quiet during the night?

I have 2 dumbo rats that make so much noise during the night it’s imposible to sleep, I live in a studio flat so I can’t move them to a different room, and the bathroom is too small for the large cage. Is there a way to keep them quiet? I know they are nocturnal, and I really don’t want to send them back to the pet shop!