It is either coming in through the TT or the amp/pre.
People talk about RF and power conditioner non-stop, but I have never seen it make a difference, but an aesthetic hermit doesn’t get out much.
If it is only on the TT, then the shielded cable (as @erik_squires mentioned) would be the place to start. If is coming on other sources then it is more common (like power, ground,???)
Start with the TT to Phono, as that is where you have both low signal as well as all the phono gain comes in right after it.