Here is an update
I checked the lines, and they look OK.
I noticed the noise doesn't come when the car is in Park, but as soon as I engage the gear, it comes up.
I tried listening to it, and it's coming somewhere near the firewall. I just can't figure out where.
If the noise gets louder, I will have to do something about it.