Can I paint over a sticky painted dresser?

I bought an old fashioned dresser set that I love but anything that sits on the top for a few days sticks to it. Is this the result of oil paint and can I cover it with latex? Or will that stay sticky too? Any suggestions would be appreciated. Thanks
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