What can one do to reduce the humidity in a small room?

If the humidity is high during certain times of the year then a room dehumidifier will help, try to use a floor drain to save you emptying the dehumidifier by hand. If this is due to a problem with an adjacent bathroom then consider installing a ventilator fan in the bathroom.