If there is no banquet, you only need to buy a gift. Usually not expensive stuff. I got many many photo albums, vaccum flasks, table cloth, decorations, etc (under $100).
Or u can pool the money for the entire dept and buy something more expensive but useful for the new home, like cordless home phone, vacuum cleaner.