No. It means that you have accepted what someone has said with no other supporting evidence -- usually because you consider the speaker to be trustworthy or reputable.
John told me that two leprechauns talked to him, and told him where to find a pot of gold at the end of a rainbow. I would not believe this story from anyone else, but John is so trustworthy I will just take him at his word that this actually happened.