Several times I got this problem, that when I switched my build settings to Android or iOS, when I open the Player Settings, I found an empty tab/page. I was wondering why it happened.
Turned out that I installed non-matching Android and/or iOS Support installation program. So to solve this problem, I just tried to download the matching version of the support programs according to my Unity version.
Viola!