This website describes the details of most software currently available for doing qualitative data analysis.
This is a very simple free program that you might want to check out. It does not have the bells and whistles of commercial software packages, but might be useful for getting started.
Here is another free qualitative analysis tool.
http://provalisresearch.com/products/qualitative-data-analysis-software/freeware/