At high pressure hydrogen molecule absorbs IR light at wavenumbers around 4500.
H2 is homo-nuclear molecule,no dipole moment.But it can have quadrapole moment and become IR active.
You can search for IR spectra of solid para-hydrogen, and will find a bunch of papers on it.
gas phase IR spectra...