Maybe this question is trivial.
We know from this paper at Inv. Math 1976 (DOI link), T. A. Springer constructed representation of the Weyl group $W$ on the cohomology of the Springer fibre. Also, Deligne-Lusztig constructed the linear representation of finite group of Lie type.
They all consider the $\ell$-adic field, hence, I want to know why they must consider the field $\mathbb{Q}_{\ell}$, and consider the $\ell$-adic cohomology? and if I want to study this theory, should I study the theory of $\ell$-adic fields? and is the $\ell$-adic cohomology the basic tool in dealing these theories?