Check your local laws. In some areas, anything that is physically attached to the property (screwed in shelves, light fixtures, hardware, etc.) becomes the landlord's property.

/agree, definitely, professional dry cleaning would be worth it. It might be possible to remove (only) the cushion covers for better cleaning, and replace the cushions themselves.