a random variable has a normal distribution if and only if it has the normal probability density function.

All normally distributed variables have the standard deviation rule you mentioned.

The normal distribution has excess kurtosis of 0. Any distribution with any other amount of excess kurtosis is not a normal distribution, and wont have the properties of the normal distribution except by coincidence.

Kurtosis - Wikipedia, the free encyclopedia