When you're talking about all albums by one artist: Tupac has sold the most, faaaaaaaaar ahead of Eminem. Em isn't even in the top 10.

When you're talking about one album: Tupac, Biggie, Vanilla Ice, MC Hammer are the only rappers to ever go diamond (10 million copies). I'm not positive but i'm pretty sure Hammer has the highest selling album.