Ran into this one today, found this:
https://www.imagemagick.org/discourse-server/viewtopic.php?t=20234
Based on that, these should all work:
-flatten-alpha flatten-alpha remove
I’m currently using the below for my specific case which works great:
convert -thumbnail "1280x800>" -density 300 -background white -alpha remove in.pdf out.jpg