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No, you don't need a visa for Iceland, if your whole trip remains within the Schengen area.
Quoting the official EU Blue Card Network website, you're entitled to:
Free movement within the Schengen area
However, like @Greg Hewgill mentioned, if you're transiting through the UK or Northern Ireland, you might need a transit visa because they're not part of Schengen