Every section of a document has three headers and footers, you may not see all of them, though. I suspect that your document uses at least two different headers, the first-page header and the header. If so, you need, in your new section, to make sure that both of these are not linked to the headers in the previous section. Then delete the page numbers in the new section's headers.
The following links may be of help: