Reversing the build‐ up of HDAC2 by short‐hairpin‐RNA ‐mediated knockdown activated these genes, reinstated structural and synaptic plasticity and abolished the neurodegeneration‐associated memory impairments. Here, HDAC2 is linked to memory impairment.