The England international is a free agent after coming off contract at Everton last month.
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The Sun says Villa have made contact to ask about Calvert-Lewin's contract demands.
AC Milan and Newcastle are also interested in the 28 year-old England international.
Villa boss Unai Emery is seeking to add to his attack after losing loan pair Marcus Rashford and Marco Asensio at the end of the season.