To add a Page admin, navigate to your Page > Edit > Admin > Search for user in Admin Search > Click Admin to add user as admin. 

To Remove a Page admin, navigate to your Page > Edit > Admin > On Admin your want to remove select Remove> Save to update changes.

It is worth noting that you can have multiple admins with multiple privileges.