Sounds like the problem is humidity, as opposed to visible water
leaking into the basement. I would make sure all external grading
slopes away from the foundation and leaders take water as far away as
practical. Check to see what's really going on outside during a
heavy rain.

Then I'd consider using a Dry Lock type product and/or a dehumidifier.