The defender issued a transfer request earlier this week requesting that the Saints "consider the interest" in him.
Van Dijk, 26, will not feature in Saturday's Premier League opener against Swansea because of a virus, but Pellegrino wants him to play for the club this season. Van Dijk has been strongly linked with a move to Liverpool this summer as well as attracting interest from Premier League champions Chelsea and Manchester City.