PhD in theoretical physics after dropping out of PhD program in Engineering?
The only problem I can see with cases like yours is that some people may look at the file and think "This is someone who can't finish what they start."  It is essential for you to communicate in the statement of purpose why you left the old program and why you believe you will complete a new one.