DEHYDRATION-RESPONSIVE ELEMENT BINDING PROTEIN2A (DREB2A) is a key transcription factor for drought and heat stress tolerance in Arabidopsis thaliana. DREB2A induces the expression of dehydration- and heat stress-inducible genes under the corresponding stress conditions. Target gene selectivity is assumed to require stress-specific posttranslational regulation, but the mechanisms of this process are not yet understood. Here, we identified DNA POLYMERASE II SUBUNIT B3-1 (DPB3-1), which was previously annotated as NUCLEAR FACTOR Y, SUBUNIT C10 (NF-YC10), as a DREB2A interactor, through a yeast two-hybrid screen. The overexpression of DPB3-1 in Arabidopsis enhanced the expression of a subset of heat stress-inducible DREB2A target genes but did not affect dehydration-inducible genes. Similarly, the depletion of DPB3-1 expression resulted in reduced expression of heat stress-inducible genes. Interaction and expression pattern analyses suggested the existence of a trimer comprising NF-YA2, NF-YB3, and DPB3-1 that could synergistically activate a promoter of the heat stress-inducible gene with DREB2A in protoplasts. These results suggest that DPB3-1 could form a transcriptional complex with NF-YA and NF-YB subunits and that the identified trimer enhances heat stress-inducible gene expression during heat stress responses in cooperation with DREB2A. We propose that the identified trimer contributes to the target gene selectivity of DREB2A under heat stress conditions.