Attempt to fix #1707.
@takluyver Does this fix the issue for you?
Fix breaking doc build
I don't actually have a recent checkout on this machine. If you think it should fix it, merge away and I'll let you know when Launchpad builds it tomorrow.
This fixed the issue with me using numpydoc 0.4 locally on python 2.7. Merging.