You don't want a hook on the door, but you're happy with a caddy on the worktop?
how about a rail inside your under sink cupboard.
Or one that goes over the top of the cupboard door?
I struggle with the in use one at the moment as I need it to turn the taps on & off fully. But hate it hanging around damp.