Step 1: Look for alpha-hydrogens
Acetaldehyde, acetone and propionaldehyde each have hydrogens on the carbon next to C=O.
Step 2: Find the exception
Benzaldehyde has no such hydrogen, as its alpha atom is part of the aromatic ring.
Step 3: Conclusion
Without an $\alpha$-hydrogen, benzaldehyde cannot give an aldol.
Final Answer:
Option C, benzaldehyde, is correct.
\[ \boxed{\text{(C) }\text{C}_6\text{H}_5\text{-CHO (Benzaldehyde)}} \]