When Fuller House first started up, Michelle Tanner's absence was the source of some drama, but the explanation for why she didn't return is pretty simple. Mary-Kate and Ashley Olsen haven't acted for years and are instead fully invested in the fashion industry, where they run multiple clothing brands.