I've started using CSV Parser that is part of the CommonLibrary.NET.
It uses .NET 3.5, has an easy API, and convenient overloads/methods & lamda's for iterations.
I don't have any benchmarks for this one like above, but nice thing about this is that it's just one component of a library similar to Java Commons. So I also get a Command-line parser, Repository implementation among other things.