Good advice from Andrew!
The cap gasket may be okay. You'll know when you try to pump it up.
If it doesn't make pressure, remove the pump stem, flip the leather pump cup inside out, and soak it in oil overnight.
Yes, white gas/Coleman fuel is the best choice in the older stoves and Dual...