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Unfortunately there is no private pathway to Cognito currently. Normally you would use something like VPC PrivateLink to keep the access on the AWS network, however PrivateLink doesn't integrate with Cognito (as you said).
However, when you think of about it a web application authorisation/authentication service like Cognito is designed to be available to all users of a public website to authenticate against.
If I'm reading your question correctly, then you are using the Cognito hosted login page. The fact that you are reaching the login page indicates that you have 443 access to Cognito service. I would suspect that your corporate internet access is blocking the redirection to the Cognito endpoints or some other network related issue such as the corporate proxy terminating SSL.
A work around would be to set up a PrivateLink endpoint to APIGateway and use Gateway to proxy calls to the Cognito end points.
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