Go to the Media panel and select Poster: None.
I have already tried that.
I still get the icon
You mean the tiny gray controller which Acrobat displays. The one shown below:
It's not InDesign that does it, it's Acrobat. There are a couple of workarounds which I posted here:
Thank you Steve!