To configure an Ethernet connection manually, select the eth0 device and select Edit IPv4 from the small menu that appears. By default, the network device will be configured to use Automatic (DHCP), which is why the connection attempts to automatically configure itself. Press Enter to reveal two further options, Manual and Disabled: