The problem was solved :D
While searching on the Internet, I found the attached file that describes how to troubleshoot the immo system for Toyota Prius, which is almost the same as in RX400h.
The car was in the key registration mode and it was returned to normal mode by turning the key on & off 5 times within 10 seconds (page 9).
Engine_Immobilizer.pdf