What is the normal temperature during late May in Taipei? Will it always rain?

The averge temp will be 25-26C then. At the same time, it will be during rainy season, so frequent rain may fall and sometimes thunderstorm may also happen. Generally, it is hot and humid. Therefore, depart from summer clothes, you also need to take along umbrella or rainy coat.