I noticed that my Apple Watch was showing me events from numerous calendars instead of just my main calendar. I thought my settings were correct, but decided to double check.
This was a quick fix. Open the Apple Watch app on the iPhone and scroll to the Calendar settings. Choose from the options (either mirror iPhone or Custom) and make the adjustments you want. Now, my Apple Watch shows me the right calendar.