Alon,
My wild guess is a bad bearing.
Now to test the diff.so you get a peace of mind,
run the car to 40 mph. Engage cruise control,
and shift to neutral.If its the diff.,youll hear
the same noise according to my mechanic.
Hope its help.

Clauser1