They say it's the rainy season, but honestly I didn't notice much rain in June. In fact, I'd say this week is the rainiest week I've experienced so far in Japan. Expect a lot of heat if you're in the Tokyo area. When I visited in 2007, June and July was incredibly humid, but this year not as much it seems.
Japan's Rainy Season (Tsuyu or Baiyu)