Why arduino ethernet disappear from my DHCP table?

Is your sketch interacting with the USB port in any way?

If it is, you need to understand what will happen to your sketch when the USB is not connected.

If it isn't, consider whether you have been relying on the USB as a power supply and whether the supply you are using in standalone mode is adequate.