I just did this on my iPhone, and it worked instantly. In fact I've never seen an AMP page that doesn't load...
My guess would be that you have a content blocker, ad blocker, anonymizing proxy, DNS server with ad-blocking, or something in your setup that's breaking it, because it's not broken natively.