Executors, administrators and trustees shall be liable for all taxes payable on the estate, together with any interest or penalties provided in this part, until the same shall have been paid; provided, that in no case shall such executor, administrator or trustee be liable for a greater amount than was actually received by the executor, administrator or trustee.