Here's why:
* It refers to a specific historical dynasty. The Han Dynasty was a specific period in Chinese history, not just any dynasty.
* Proper nouns are capitalized. "Han Dynasty" is always capitalized to distinguish it from the general concept of a dynasty.
Let me know if you have any other questions!