You're right in saying that yeast is single celled.
However, moulds are described to be filamentous fungi that are multicellular. The filaments of the mould give colonies _"a woolly, fluffy, or velvety appearance, sometimes punctuated with a granular or powdery aspect that is produced by the formation of asexual reproductive structures"_ (1).
Aspergillus is such a species. The filaments are called _hyphae_. In Aspergillus, hyphae have divisions or walls which separate it into multiple cells. This is called septate hyphae.
1. McPherson, et al. _Henry's Clinical Diagnosis and Management by Laboratory Methods._ 22nd ed. 2011. Saunders.