Confirmatory Factor Analysis with its expectations of multi-variate normality and linear relationship amongst explanatory variables does not meet the criteria.
I tried Confirmatory analysis.
P-Value associated with Chi Square was 0.000, and SRMR is 0.106, RMSEA is 0.160 and CFI is 0.497.
All of this indicates a poor fit.
So, I went back to Exploratory Factor Analysis, and found that # factors 4 and 5 do not fit the data appropriately (p value = 0.00) while # factors=6 leads to 0 degrees of freedom and p-value close to 0.
I believe this is stemming from my non-normally distributed observed variables.