If I understand your question, the answer is that you would go down a path. Here are some examples of both 'down' and 'through':
I will go through the door.
I will go down the path.
I will go through the gate.
I will go down to the river.
Go through / down
At the end of the road there is a path. I wonder is if i I can go through/ down it .