Hi Peter,
Thank you for the screenshot, it indicated the phase when Mellanox HCA is declaring about its PXE but its not the boot process.
Please check the boot settings on BIOS and set the Mellanox HCA to be part of the boot process, maybe even the first boot option.
Thanks,
Einav