That sounds like something with the PSU. Replace it to check. Choose a one-rail one with the right wattage.
I have an issue where when i start my computer nothing lights up not even the fans or the start button and i can hear a constant beeping noise.
It is a gaming computer if you need my specs i'll list them.
My motherboard is an MSI.