There may be a way around this problem. I rarely print colour, but my printer complains if there's no colour cartridge. What I do is to keep an empty colour cartridge in it and put in the full one when I need it.

I suspect that if a printer parks the heads when you turn it off, you can hear that happen. My HPs don't do anything on power off, so I leave it on.