Madrid is a night life city. Everybody goes out the streets when it gets dark. If you come to Madrid you have to stay up (at least one day) till dawn. The best clubs in Madrid open their doors at three o'clock, but people don't bother to get in till five in the morning.
As the sun sets you can find many outdoor cafes where you can enjoy a beer.