Is Tar paper safe for indoor use?

Yes, depending on what you use it for. 15 lb. felt (standard tar paper) is what is used as a vapor barrier under sand and finish hardwood floors. It can also be used as a moisture barrier behind HardiBacker or Durock on shower walls that are tiled.