What you hear going off is probably the motherboard or power supply capacitors losing their stored charge.
For some reason your motherboard or power supply needs a cold boot to properly start.
I would probably reset the BIOS using the reset jumper to see if it would boot normally first but ...
.. I feel like the power supply is probably the issue. Get a cheap one at a local electronics store (that can support your peripherals) test it and return it.
Issues like this are always a major pain in the ass to troubleshoot.
For some reason your motherboard or power supply needs a cold boot to properly start.
I would probably reset the BIOS using the reset jumper to see if it would boot normally first but ...
.. I feel like the power supply is probably the issue. Get a cheap one at a local electronics store (that can support your peripherals) test it and return it.
Issues like this are always a major pain in the ass to troubleshoot.