It's probably the PSU. During startup, there is no regulation, everything just flows freely. It's actually software that determines the load for the power supply, along with hardware.
Try upgrading to a larger power supply, or finding one with multiple rails. That helps spread out your power consumption. If you're confused, take a list of your hardware to a local computer store and find a tech. A really geeky looking one. They can help, and they are weird too, so no comments
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Every time you think you've made it idiot proof, someone comes along and invents a better idiot.
?the end of our exploring, will be to arrive where we started, and know the place for the first time. - T.S. Eliot