Lysine acetylation, dynamically regulated through the balanced activities of histone deacetylases (HDACs) and histone acetyltransferases (HATs), plays dual roles in chromatin regulation and post-translational regulation. In plant light signaling, HDACs are recruited by ELONGATED HYPOCOTYL 5 (HY5) and PHYTOCHROME-INTERACTING FACTORS (PIFs) to regulate light-responsive gene expression via histone deacetylation during seedling development. Recent studies have expanded this classical framework by revealing non-histone functions of HDACs. Their works demonstrate that two HDACs, HDT2 and HDA9, directly deacetylate the far-red photoreceptor phyA and the blue-light photoreceptor phot1, respectively, thereby modulating their stability and activity to downstream light signaling. These findings identify non-histone deacetylation as an emerging regulatory switch linking photoreceptor stability and activity to downstream light signaling and reveal pivotal non-histone roles of HDACs in photomorphogenesis and phototropism in Arabidopsis thaliana. In this minireview, we outline a multilayered regulatory network that integrates HDAC-mediated histone and non-histone deacetylation to coordinate transcriptional reprogramming with photoreceptor stability and activation, thereby ensuring precise and adaptable light responses in plants.