Making changes to the iTerm UI permanent

"Edit Session" is exactly that - it edits that particular session.

If you want to make it permanent, you have to make the change in your profile. Go to Preferences → Profiles → Default Profile → Text

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Obviously, you select the profile you want that change made to - I'm showing the Default Profile for this example.