If you want to go down the non-parametric route you could always try the squared ranks test. The assumptions for this test (taken from here) are:
- Both samples are random samples from their respective populations.
- In addition to independence within each sample there is mutual independence between the two samples.
- The measurement scale is at least interval.
These lecture notes should get started.