If you want to calculate a confidence interval around the mean of data that is not normally distributed, you have two choices:
Find a distribution that matches the shape of your data and use that distribution to calculate the confidence interval.
Perform a transformation on your data to make it fit a normal distribution, and then find the confidence interval for the transformed data.