A method for producing an expanded thermoplastic polyurethane beads molded article, comprising subjecting expanded thermoplastic polyurethane beads containing a colorant to in-mold molding to produce an expanded beads molded article, wherein an average surface cell wall thickness of the expanded beads is less than 15 μm, and at the time of in-mold molding, and the expanded beads are heated with steam having a temperature of higher than ((melting temperature Tm)—25)° C. and not higher than the (melting temperature Tm)° C. of thermoplastic polyurethane constituting the expanded beads, thereby regulating an average surface cell wall thickness of the expanded beads molded article to 20 μm or more.