To keep the distchecks for the documentation, the documentation has to be built in the check target instead of distcheck-hook. While at it, rename doc/.build to doc/_build. This naming is the default with sphinx 0.6.2.
To build the documentation, invoke
make html
Then point your browser to _build/html/index.html.