Hello Luddwi,
i have the same mobo and i can confirm that the problem actually is from the motherboard itself (because it's an OEM motherboard from HP), it hasn't got any BIOS updates since 2012 so that's why it's not able to boot with your new graphics card...however you have two options:
1-...