3.5mm jack audio input interference with Mac Studio

I have an issue with my Mac Studio M2 Max. Whenever I try to record audio through my headphones, I get some distinct frequent clicking and cracking sounds on the line. I tried switching the headphones to no luck. I tried using the same headphones with my Macbook Pros (both Intel and M series one) in the same environment but no such sounds were registered. Finally, I tried plugging the headphones into a USB soundcard (I used Creative Soundblaster X G1) with the same Mac Studio, and it also didn't register such noise whatsoever. So I guess it has something to do with Mac.

I'm not sure what to do.