According to E! News the former couple was seen rocking out during the show and holding hands at one point when he led her through a crowd.
Rumors of the couple getting back together began last year after the two co-starred in "The Rum Diary."
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Johnny Depp and Amber Heard were spotted hand in hand at the Rolling Stones surprise concert at the Echoplex in Hollywood Saturday.
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