The encryption in Paillier cryptosystem is like this according to Wikipedia:
- Let $m$ be a message to be encrypted where $m \in \mathbb{Z}_n$
- Select random $r$ where $r \in \mathbb{Z}_n^*$
- Compute ciphertext as: $c = g^m \cdot r^n \bmod n^2 $
So just calculating the inverse of ciphertext $c$ (i.e enc($m$)) will not work, because enc($m$)*enc($-m$) is equal to $r^{2n} \bmod n^2$, not $1 \bmod n^2$.