A normally aspirated engine is one that uses no form of
forced induction such as a
turbocharger,
supercharger, or
nitrous oxide injection. It is synonymous with
natually aspirated
Personally I believe that it is more difficult to get power out of a normally aspirated engine, but some would tell you that forced induction is an impure and dangerous way to get power.