Helium is an inert gas. It has only one energy shell and it is completely filled with two electrons. It has an electronic configuration which is stable. It doesn't need to lose or gain electrons.So, helium doesn't react with hydrogen.
Well, but that doesn't mean that Helium cannot lose electrons. Everything's possible in Nuclear Chemistry. We know that α-rays (Alpha rays) are He²⁺ nuclei.