This caught me out. I changed /etc/networking/interfaces and set my IP addresses to static. Restarting networking. However, after about 24 hours the IP would change back to DHCP, despite the interfaces file reading a static setting.
I got round this by removing DHCP.
sudo apt-get remove isc-dhcp-client