Helium atom have a full outer electron shell. Elements are chemically reactive only if they have an unfilled out shell.
The proton number of helium is two, so a helium atom has two electrons, which exist in the 1s shell. It doesn't gain or lose electrons to fill it's shell and is unreactive.