Jason Lemahieu (MadtownLems) on "[Plugin: WP Super Cache] Is there a way to cache RSS Feeds?"

I believe Feeds actually ARE cached by default, unless you check the box to not cache them.

Look at the bottom of your feed's raw content - does it have your 'Cached page generated by WP-Super-Cache on.... line?