I would unplug that fan as soon as possible.
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Update your post to include full system hardware specs and OS information.
Make and model fan (or old desktop if the fan is not marked).
Where are you plugging in the old fan? What motherboard connection?
Is the old exhaust fan truly needed? What other fans are installed, where are they installed, and what airflow directions?