Crystals generally form when a dissolved mineral is exposed to air and the moisture evaporates, leaving the mineral behind. It’s probably a sodium or potassium salt. Might be a leaking drainpipe outside or maybe this is a coastal home?

JB3 offers a useful corrective measure for moisture, though the crystals will return. So do what Tom said and shopvac them when they get obnoxious.