I have read this definition first time today. As far as I can understand it, it seems to me that difference between Riemann sums and a number L can be made small by changing norm of partition. Does the changing norm of partition change values of $L$ and $\varepsilon$? $\delta$ is dependent on $\varepsilon$, HOW? What does it mean that the set of all Riemann integrable functions on $[a,b]$ is $\mathcal R[a,b]$?
Thanks for help

Just follow carefully on the order of quantifications. The function is Reimann integrable if there exists a number $L$ (and it remains fixed!) such that for any $\varepsilon >0$ (which you are free to choose as you like, but once you made that choice it remains fixed) there exists a $\delta_\varepsilon >0$ (which may depend on $\varepsilon $ in any way whatsoever (and typically it does not matter at all how it depends on it)) such that for any partition with mesh less than $\delta_\varepsilon $, the corresponding Riemann sum is within distance $\varepsilon $ from $L$. Finally, $\mathcal R[a,b]$ is just the name given to the set of all Riemann integrable functions on $[a,b]$.