You can buy moisture absorbers to put in your closet that will soak up some of the humidity out of whatever room/closet you put it in. Something like this. They work okay. If it is a whole-house problem, you may look into getting a dehumidifier, either a stand-alone one or one that connects to your existing heating and air system.
I also recommend one of these hanging somewhere.