Why is the house price so high in Taipei?

It's the law of supply and demand. Many people want to live in Taipei, and there is little interest in adding more housing units due to fears of overcrowding the city. New Taipei City has recently been created to permit more people to live NEAR the original Taipei.

Political and cultural issue.