Yes,It is true. Adj of a non zero matrix need not be non-zero or Zero always.
A= $\begin{bmatrix} 1 & 1 & 1\\ 1& 1& 1\\ 1& 1 & 1 \end{bmatrix}$
For this example A is non Zero but Adj A is Zero
Take one more Example
B= $\begin{bmatrix} 1 & 2\\ 3& 4 \end{bmatrix}$
For this Example B is non Zero and Adj B is Non Zero
Hence, Adj of a non zero matrix need not be non-zero or Zero always.