Voldemort wanted to kill Harry Potter because a prophecy predicted that a boy with magical powers would be Voldemort's undoing. It was unclear whether the child in question was Harry Potter or Neville Longbottom. Voldemort, on the other hand, chose Harry as his target because they shared a similar past and he was half-blood like him.