Additional meeting and call-related features and issues within Microsoft Teams for business
My organization is starting to experience this. Can't believe this hasn't been fixed, yet.
Other than making sure Teams is already launched as a work-around, I upgraded to Teams Work Preview. That seems to work better when join meetings.