The difference is in register. 'lately' is the most commonly used. 'recently' is much used, and only slightly more formal. 'of late' is hardly ever used. To me it seems very formal and old-fashioned. In an everyday conversation, the speaker who uses 'of late' might be considered pretentious by his conversation partners.
Hope that helped.
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