Foolad dominated possession for the most first half but a disciplined Al-Gharafa backline held on as both teams shared the points.
Foolad started the second 45 minutes in similar fashion but its strikers lacked the cutting edge.
Foolad will face Shabab Al-Ahli of the UAE on Sunday while Al-Gharafa play Turkmenistan’s Ahal.