Hi Jeff,
Yes, you should remove the blank page from sitemap. This will not de-index the previuos indexed.
If there aren't lots of pages, after updating the sitemap and updating Search Console with that sitemap, send request to remove those from the index.
That can be done in the Search Console account too.
Best Luck.
GR.