I also unintentionally opened blame history and didn’t know how.
The reason why the timeline is opening unexpectedly is that clicking the message above the first line in a file opens and close the latest blame – see red area in the screenshot.

To fix it (thanks GitKraken for the advice on Twitter):
Command/ctrl + shift + P > GitLens: Open Settings > then scroll down to Git CodeLens:
