Issues with downloading a file with wp_remote_get()

I am retrieving this URL ok on my test stack, which means that either:

  1. Remote server was having temporary issues.
  2. Your server has configuration or other issues.

I would try to install Core Control plugin, force different HTTP transports and see if that helps.