Is it better to wash fruit with soap, or is water enough?

Somebody told me to wash fruit with soap after getting them from the grocery store (or produce market, or where ever) because it helps get rid of the pesticides they use. Is it true? Or is it enough to just use regular tap water?
Update: I'm sorry to do this to you guys but I'm gonna have to!
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