The sheer insanity and quality of writing in Hunter S Thompson's Fear and Loathing in Las Vegas cements it as probably the best book I've read in terms of enjoyment and influence on my own prose.

In terms of the book that's perhaps made me think and reflect the most, Daniel Keyes Flowers for Algernon has probably had the greatest effect on me.