I also second the sanding it and then re-painting.
That may not be the "correct" way to do things. But I'm currently helping my aunt strip furniture for her nursery. I did that with a chest of drawers and it turned out fine.
But I felt that just skipping the chemical strippers was the better way to go. Good luck!
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