They can't do it with a private number anymore, now Whooming is here:
Your phone is ringing, the call is from an unknown number.
Reject the anonymous call by clicking on the red button of your phone.
Go to the Whooming call list and you will see the anonymous/hidden number in clear.
Now, if you want, you can call your anonymous caller!