When the humidity is low your body tends to lose more moisture through your skin. (This is called TransEpidermal Water Loss or TEWL). Humidifiers raise the humidity in the room and thereby reduce the amount of moisture that escapes from your skin.
So yes, humidifiers can really help. I’m not sure why sometimes you see a difference and sometimes you don’t.