I have similar issue although in my case I could not access files on webapp in Azure. Updating VS and azure development component didn't help.
What has worked for me was to revert cloud explorer to previous version:
- Launch VS in administrator mode
- From Tools menu select Extensions and Updates
- In cloud explorer extension you should see revert button
- You will have to close VS and wait for revert to take place.
hope this helps