Turnstile not working with Remix

I have a contact us page where I am trying to get Turnstile to work. Turnstile widget is not showing up by default and if submit the form, I get the bellow error:

The provided Turnstile token was not valid!

Interestingly, if I leave the page opened, come back after a while and refresh, I am able to see the widget with success and am able to submit the form.

Thanks for the help.