Trend Analysis of Rainfall, Runoff and Temperature

Trend Analysis of Rainfall, Runoff and Temperature

I am interested in doing trend analysis of rainfall, run-off and temperature using the parametric test. My question is - is it essential to have normally distributed data or not? Can I directly apply regression analysis and then check for significance and non-significance?