No. If you only have one fan and your on stock cooler, i'd say your case is a box of hot trapped air. I'm pretty sure that it generates heat fast then you case and fan con get rid of.
This still may not be the problem. Does you case get hot? Touch it. Also what is your PSU? It could be outputting to much power, but this happens VERY rarely