From the docs, I would expect nonzero on a zero-dim array to return an empty tuple:

Returns a tuple of arrays, one for each dimension of a, containing the indices of the non-zero elements in that dimension.

Reproducing code example:

>>> np.array(5).ndim
0
>>> len(np.array(5).nonzero())
1