I have ArcGIS Pro 2.7.2 and I'm still having this issue as well. I set my background (verified both the map frame & the layout) to transparent, and when I exported to PDF it created a white background. I was able to remove the white background when opening the PDF in Adobe Illustrator. However, I will need to repeat this process for a few dozen maps, so that adds a lot more time to the process.