PC Freezes on the Windows loading screen

Hello there. My PC has recently started to freeze when starting it up, I recently replaced all of the components to my PC and it was working perfectly for month and then all of a sudden it has just been failing on me. I have tried everything I know even resetting my PC but nothing has worked. If there is anything who know something I could try to fix it I would be very thankful.

 

When my PC fails the fans continue to spin whilst my mouse and keyboard both stop responding and having the lights on them turning off along with the PC restart button no longer responding. Then my monitor just sits on a frozen image of the windows logo

 

The restart button on the PC not working and having the windows logo frozen seems like a motherboard problem,

 

So my best bet is just to get a new motherboard and see if that fixes the issue?