In a Visual Studio, you would use Ctrl+L, whereas in Eclipse I am forced to select a line or, if it is empty, go the beginning of the line before clicking
You can reassign the Delete Line command to your favourite hotkey. Window->Preferences General->Editors->Keys.
Delete Line
Now type "Delete" and reassign the filtered commando.