The answer is that if $X$ is compact complex space of class $C$ in Fujiki's sense (i.e.
if it is dominated by compact Kaehler manifold) then $H^*(X)$ carries a natural
mixed Hodge structure. This is gotten by using resolution of singularities to express the cohomology of $X$ in terms of the cohomology of simplicial Kaehler manifold, and then applying the methods of Deligne's Hodge II & III (as Shengao points out)
to give this a mixed Hodge structure.

  In fact,  Fujiki worked this out long ago  in "Duality for Mixed Hodge structures..." RIMS 1980. 

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I realize there was more to your question. The precise relationship between
$H^*(X,\mathbb{C})$ and $H^q(X,\Omega_X^p)$ for singular spaces is, to put it mildly,
complicated. At least in the algebraic category, du Bois has shown that there
exists objects $\tilde \Omega_X^p$ in the derived category, such that
$$H^i(X,\mathbb{C}) = \bigoplus_{p+q=i} H^q(X,\tilde \Omega_X^p)$$
There are maps $\Omega_X^p\to \tilde \Omega_X^p$. The question of when
these are isomorphisms is not well understood; except perhaps for $p=0$, where isomorphism
characterizes the so called du Bois singularities.