A felt hammer that may eliminate noise is provided, in which a grab handle is connected to a hammerhead; an elastic ring bush is wrapped around the circumference of the hammerhead; and a plurality of projecting nails are provided on the surface of the ring bush. Animal hair/wool strands are further wrapped around the ring bush backward and forward to clamp a basic wrap layer of animal hair/wool strands into the gaps between the projecting nails, and then fully wrapped to form a felt layer around the hammerhead and the ring bush. Thus, the hammer specialized for a Xylophone or a Marimba is formed, and when the hammer strikes, noise caused by the animal hair/wool strands rubbing each other may be eliminated for achieving a mellow and mild timbre.