The 27-year-old centre-back has joined the Premier League new boys for a fee believed to be around £22million.
"Thank you! We wish you the best of luck in this new stage of your career, Diego!"
Leeds have yet to officially reveal their new signing but he becomes their fifth arrival of the summer.
Llorente is the second defender they have landed following the signing of Robin Koch from Freiburg.