Does the FullROM option support PXE Booting?

correct, PXE booting is not enabled in the firmware available via the firmware utility script.

you will need to add CONFIG_EDK2_NETWORK_PXE_SUPPORT=y to your board’s config file and rebuild. That will add PXE support for Realtek and ASIX USB NICs.