Usually, you have to. Your keys are to be left to the parking personnel, firstly for security reasons and secondly to allow a faster exit from the car park. In some car parks, however, it is possible to keep your keys with you. If this is the case, it will be mentioned in the car park description on the details page and you will also notice the icon "keep keys".