Joseph has made 73 appearances for Leeds and was an important player in the team that won the championship last season.
Although Leeds manager Daniel Farke did not want to lose the young player, Joseph decided to return to his hometown in Spain.
For now, there are no plans announced for Joseph to join Mallorca permanently, but this could change in the future.