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Natural oils tend to go rancid, olive oil also. Camelia oil is exception, so it is safe on metals. Samurais used (and sword collectors still use) rust-preventive oil called choji or clove oil.
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You can keep the strop in good condition by periodicaly rub it (the strop, ofcourse) with your palm a couple o times.