BVB are in London to face Tottenham at Wembley.
And Aubameyang revealed to BILD that in 2012 he held talks with Spurs and was eager to sign.
"I was in Tottenham at the time, looked at the stadium and the training ground and we talked," he revealed.
"But after that, no one else came to see me."
It was revealed last week by Tim Sherwood that former Spurs manager Andre Villas-Boas chose to pass on the Gabon international.