Found in 1 comment on Hacker News
alok-g · 2014-04-07 · Original thread
Here is a great book along these lines. Not always visual, but always (and often unexpectedly) simple.

http://www.amazon.com/Q-E-D-Beauty-Mathematical-Proof-Wooden...

Fresh book recommendations delivered straight to your inbox every Thursday.