They slightly differ in meaning and are in some cases interchangeable.
Enthusiasm is usually linked to an interest (e.g. in photography, in languages, etc.)
Passion can also apply to an interest (with a stronger meaning), but it also applies to love and sexual relationships, lifelong commitments (e.g. a profession which you are willing to take up for life), both of which you should not use the word 'enthusiasm'.