It sounds like you may want to go more sophisticated than this, but one approach is simply putting in and removing pans of water as needed. Sometimes you need to get the humidity down and for that I have heard recommendations of using Damp-rid. You simply remove the lid and it absorbs moisture, when the humidity is where you want it, replace the lid.