I just needed admin rights (this is a work computer).
I thought my credentials had admin rights, but I guess not.
My work IT ServiceDesk helped me -- they entered special credentials (which have elevated permissions I guess), then the Visual Studio Installer opened.
I wish Visual Studio would make clearer error message for my credentials "You do not have sufficient privileges"!