I use SumatraPDF. It’s a lightweight PDF viewer and it loads really fast. Especially compared to Adobe.

Are you sure the problem is not Acrobat Reader? I haven't used it for more than 10 years but I remember it being slow.

Okular(provided by KDE), for example, is blazingly fast. Or at least, I haven't noticed any slowness.