We are planning to visit Taiwan in last week of October. Do I have to worry about typhoon and rain?

It will be during the end of the typhoon season, so the possibility of terrible weather is not that high. Anyway, rainfall will be a little bit dense by then. You are suggested to prepare rain gear. At last, I still recommend you check the latest weather forecast before leaving for that area.