The best place to check for weather history and monthly averages is at: Phuket Weather.

May does tend to be the wettest month here - but often times the rain is in the middle of the night and/or a short tropical downpour in the afternoon (after which the sky clears). There are though, sometimes but not often, several days of continous rain.