There are specific types of neuropathy that are considered inherited. But genetic is a matter of the DNA and this can be altered not only by what you inherit but by what can affect the DNA. Chemicals, radiation and toxins can also produce damage to the DNA either by breaking the strand or rearranging the sequence of the genes.
There are also conditions that are considered hereditary neuropathy.
Read: Hereditary Neuropathy