It sounds like something electrical.Thoughts:
1) What does the weird noise sound like?
2) Update your post to include full system hardware specs and OS.
3) Try to narrow down the physical source/location of the sound. I would not expect that two different GPUs would present the same results. However, that may be moot if you used the same make and model GPU.
What GPUs are you using: original and different?