I think the answer to "why don't they?" lies in the article itself. The leaders of Arab world are so engulfed in themselves, that they really don't care for Palestinian issue because deep down inside they know that if they threaten with oil embargo they would have to suffer which they really don't want. So we will have to wait for some “Courageous " Leader

 

One who hasn't taken risk hasn't lives