This worked for me:
sudo pip install setuptools --no-use-wheel --upgrade
Note it’s usage of sudo
UPDATE
On Windows you just need to execute pip install setuptools --no-use-wheel --upgrade as an administrator. In Unix/Linux, the sudo command is for elevating permissions.
UPDATE 2
This appears to have been fixed in 1.5.1.