Actress Megan Fox is the most "Liked" celebrity on Facebook for 2011. According to Facebook"s Memology Report for this past year, actress Megan Fox had the most 'Likes" on Facebook. At #2 was Vin Diesel, followed by Adam Sandler at #3...!!