I saw a post here in the forum describing the exact same noise from the motherboard (Gigabyte Z490 AORUS XTREME).
Sounds a bit like an old hard drive, but I only have M2 SSD installed. It seems that the crackling noise occurs during data transfer.
Unfortunately, this thread has not been active...