In this paper we study some fundamental properties of Orlicz-Lorentz spaces defined on $\mathbb{R}$ such as finding their dual spaces, giving best constants for the inequalities between the Orlicz norm and the Luxemburg norm on Orlicz-Lorentz spaces and establishing the Kolmogorov inequality in these spaces.