The information about amphetamines made an impression. His friends at times tried to discourage him, but he claimed that without them, he could create no mathematics. Given his colossal output, this means that a significant part of the landscape of modern mathematics owes it existence to this drug.
How he learned the drug would help him, and how he got his hands on it, and when and how his use of it started, are questions I'm very curious about, but the book doesn't go there.