I discovered it by accident. I came across it by accident. I saw it by accident.

From http://www.learnersdictionary.com/definition/walked walk in on (someone or something) = to enter a room and interrupt (someone or something) Examples: "He walked in on me when I was getting dressed." "She walked in on the meeting."