For me it always downloads the PDF, because I have disabled the View PDF in browser option (Toggle ON, on Edge: "Always download PDF files"), in browser settings, consider this as a solution.
Edit: The above is applicable to arxiv itself, I got confused, the alphaxiv.org opens the PDF in a framed way with no option to download, indeed.