Especially if you put the powder on both the inside and the outside of the fabric.

If you pop on the grease-busting dish soap afterwards, and leave it for another 15 minutes before you wash you should get it out.

I would be wary about scrubbing the stain in case you ruin the surface of the fabric. If you have to scrub, try scrubbing on the back first.