You can trust EtherDelta. Me and some of my friends have tried trading on etherdelta and all are safe. So far I have not encountered any problems with EtherDelta. However, to ensure the safety of your ETH account, you should install and login through the MetaMask on your web browser. before adding to EtherDelta or any web page.