The Dutch striker has shown good form this season, before suffering a broken metatarsal in January.
The German side has missed out on Chelsea winger Arjen Robben, who looks set to sign a new five-year deal at Stamford Bridge, but has now turned their attention to van Persie.
Van Persie joined Arsenal from Feyenoord for £2.75million in 2004.