Well for one thing these other distributions don't have the property that

the mean of two independent identically distributed RV's don't have the same

distribution (but with half the variance of either). Any limiting distribution for

mean must have this property.

Essentially you are looking for stable distributions, once you have these you

will find that there is a generalised central limit theorem in which other stable

distributions may appear.