Does a person who is arrested still have Miranda rights even if they are not read to him?

This has always confused me. There was a fuss made over this regarding the man arrested for the Boston bombing. I don’t want to get into a discussion of whether it was right to hold him for two days without reading him his rights. I just want to know what would have happened if he had said that he wished to remain silent until he saw a lawyer.