Rescue kernel drops to emergency mode when oldest kernel is removed

Issue

Booting into the rescue kernel fails after removing the oldest installed kernel.

[FAILED] Failed to start Load Kernel Modules
[FAILED] Failed to mount /boot/efi
[DEPEND] Dependency failed for Local File Systems.
[DEPEND] Dependency failed for Mark the need to relabel after reboot

The system eventually drops into emergency mode.