As I understand it they're not really printing money, they would "buy" assets such as bonds to increase the amount of money in the economy.
Still, I've never understood why, at midnight, they don't just print a ****load of banknotes, whack them in the back of a couple of lorries and deliver them to a load of banks. Would anyone notice?