Name for a T-shaped piece of hardware with a screw hole in a "shaft"
There is no common name for what you describe; it is not a standard type of hardware. 

Product and equipment manufacturers custom make all types of unique and specific parts, not all of them have common names. That's why the supplier in your link used a self-describing name ("T Shaped Shelf Support Holder Bracket") instead of some common term.