Does acrolein give Fehling's test?
It has nothing to do with aromaticity. It is related to this answer.

Why does benzaldehyde not respond to Fehling's test?

Any aldehyde without an alpha hydrogen will not give Fehling's test.
Acrolein also doesn't have an alpha hydrogen, so it will not give Fehling's test.