I recently noticed that my Apple Watch was telling me about events that had moved - and they definitely were not present on my phone.

The quick fix is to fire up the Apple Watch app on the phone, go to General, Reset and hit Reset Sync Data

This cleared all the content off the watch (contacts and calendar entries) and let them reload correctly.

Strange bug, but easy fix.