Login to sub site wp-admin results in 404 page

When I try to log into any sub site via wp-admin or wp-login.php I land on a 404 page on that site.

Here's a quick video of what's happening: http://screencast.com/t/kOH5uerTPUtO

I can't figure it out and hoped you might have an answer.

Thanks.

Bob Patteron