Hacks that need to cross an air gap are often self-replicating. Ie you get an email with a compromised PDF, and your phone starts distributing it to everything else on the same network so if you connect your phone to the air gapped network it can get in.

Then you end up with collateral damage if your wife or roommate or whatever works at a hospital and they take their infected device to work.