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The culprit in my case was the plugins defined in the local and global costmap yaml-files. After removing those plugins and just using the normal settings everything works as expected.
The robot now makes a new global plan when its initial pathway is blocked, see the video below: https://youtu.be/o6uR-MZ-jMY