The specs look nice to me for a low end system. What are you using for an OS though and what size is the hard drive? You can get 40gb hard drives pretty quickly now.
The only thing I'd suspicious of is the PSU in that case. I have nothing to base my suspicions on though so someone else will have to give a better idea on how good they are.