You can achieve that by redirecting the form’s action to an invisible <iframe>. It doesn’t require any JavaScript or any other type of scripts.
<iframe name="dummyframe" id="dummyframe" style="display: none;"></iframe>
<form action="submitscript.php" target="dummyframe">
<!-- Form body here -->
</form>