Covering the lower part of the face wasn't a disease preventive measure, it was a Jewish grieving/mourning ritual.
Same as tearing the cloth, putting ashes on the head, walking barefoot, wearing sackcloth, letting the hair lose and distributing food to mourners.
Hence these were also done when...