I suspect that there is a problem with your installation of python/numpy/scipy as when I try it I have no problems.
Python 2.7.4 (default, Sep 26 2013, 03:20:26)
[GCC 4.7.3] on linux2
Type "help", "copyright", "credits" or "license" for more information.
>>> import numpy as np
>>> from numpy import linalg as la
>>> w, v = la.eig(np.array([[1, -1], [1, 1]]))
>>> w
array([ 1.+1.j, 1.-1.j])
>>> v
array([[ 0.70710678+0.j , 0.70710678+0.j ],
[ 0.00000000-0.70710678j, 0.00000000+0.70710678j]])
>>>
I would suggest that you try a fresh installation.