Does it quit with an error message? If it doesn't quit with an error you should just wait, there is probably something in the text file that makes Calibre slow down, as text conversion uses a lot of regular expressions.
If there is an error we can't really help you without the detailed conversion log. Click on 'Jobs' on the bottom right, select your job, then click details.
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