Writing in his book 'My Premier League Diary', published on Wednesday, Williams claims that Suarez dives more than any other player he has faced and slams his "superior" manner on the pitch.
Referring to Swansea's 0-0 draw with Liverpool at Anfield last November, Williams writes: "Suarez has that aura about him that says, "I'm untouchable", and his manner and behaviour made me want to knock him out.
"The manner in which he approached the game, with utter contempt for us all, means that he's streets ahead of any player I've truly disliked since we've been in the Premier League.
"He dived more than any other player I've played against - it was so bad I was genuinely shocked.
"Throughout the game, he just dived down and screamed at any given moment. A couple of times I'd hear the scream, see him writhing on the floor and for the life of me couldn't see where the contact could have been."