Why aluminium can't be used as core of transformer?

Because aluminium is, in simple terms, 'non-magnetic' and will not support the formation of magnetic flux. 'Soft' ferrousmetals with low reluctance* (i.e. metals such as iron or silicon steel) must be used.

[*'reluctance' is equivalent to 'resistance' in an electric circuit]