Can "for" and “due to” be used interchangeably?

Trying to understand the logic of the below sentence to make the same kind of sentences. It’s pretty hard for me because I mostly use "for" something like "for me" etc.

• This city is famous for its delicious food.

So in the sentence, it looks like "for" is giving a reason for the result.

But "due to" also gives a reason and modifies a noun (or pronoun). So, it seems the below sentence correct to me.

• The city is famous due to its delicious food.

If so, can I use for interchangeably?