You may say nothing about the new position, as if nothing has happenned.
You may say I alrady resigned from the old company and ready to join a new one (but not need tell which one.), so I do not need two weeks notice.
The lesson learned: more careful when do jump next time...
You may try to go back to the old company. Yes, many people did that, and did that more then one times.