Ah, I did do a search but didn't see other posts for some reason.
The interesting thing is that I only have this issue on my work computer, which is running Windows 10 Pro. On my personal computer, which is running plain Windows 10, the Windows Defender checkbox has always been selected but I've never seen the notification mentioned in my original post.