Somehow easy install doesn't work on my old mac (10.8). This solve my problem.
wget https://bootstrap.pypa.io/get-pip.py
sudo python get-pip.py
If you do not have wget, just open in browser https://bootstrap.pypa.io/get-pip.py
then save as get-pip.py