'Seven more people died in Iraq, where people fled into the streets in the capital, Baghdad.'
You use 'the' when you are referring to a particular example of that thing, in this case streets in Baghdad.
When you remove 'the' from this sentence, then the structure must also change in order to retain the same meaning or else it will sound weird.