This has been annoying me dozens of times a day since I upgraded to Lion so I finally figured out how to disable it.
- Login to https://www.google.com/calendar.
- Click the triangle next to the calendar name (in the left bar under “My calendars”).
- Click on “notifications”.
- Remove/Edit your “Event reminders”.