I'll try all of this, thanks. My findings so far are:
1. Logging in directly with my nsec "fixes" the issue.
2. Logging in with Amber and adding a new mute word also loads the mute list.
I'm on Amethyst v0.92.7 which supposedly fixes the mute list issue (and Ironically I haven't noticed this issue before).