"Our beloved Tim was a seeker, a fragile artistic soul searching for answers to existential questions," the family writes. "When he stopped touring, he wanted to find a balance in life to be happy and be able to do what he loved most -- music. He really struggled with thoughts about Meaning, Life, Happiness. He could not go on any longer. He wanted to find peace...Tim, you will forever be loved and sadly missed."