I found the culprit in 50-pm-nvidia.rules
I just commented this out:
# Remove NVIDIA Audio devices, if present
#ACTION=="add", SUBSYSTEM=="pci", ATTR{vendor}=="0x10de", ATTR{class}=="0x040300", ATTR{remove}="1"
Now I have sound over HDMI! Thanks so much!