I got there in the end. I had to use pliers quite well gripped, on the base, and hold the rest to unscrew it. Who needs 7 layers of skin on all fingers anyway?
But as another thing, there is a round hole in the atomizer base, tiny, but when used a tiny bit of vapour/smoke seems to come out of this, is this normal?