Usually, going to properties -> Open with and then selecting the desired program does it. But what if the application (here, Adobe Acrobat) isn’t there? Here’s the little trick that solved my problem (in Gnome):
Open the file /etc/gnome/defaults.list (admin mode).
Change the line: