Stingy s.Egypt and Syria wanted to make it into a country or something like the EU. The Maghrebis were also fairly pan-Arab.
What slowed down integration the most were the Gulf Arab countries who didn't want to share the wealth and became protectionist.
And more recently, the Arab Spring and the unrest in Syria, Libya, Iraq, Yemen also slowed down integration significantly.