Arabidopsis TBP-ASSOCIATED FACTOR15b (TAF15b) is a plant-specific component of the transcription factor IID (TFIID) complex. TAF15b is involved in the autonomous pathway for flowering and represses the transcription of FLOWERING LOCUS C (FLC), a major floral repressor in Arabidopsis. While components of the autonomous flowering pathway have been extensively studied, scant attention has been directed towards elucidating the direct transcriptional regulators responsible for repressing FLC transcription. Here, we demonstrate that C-TERMINAL DOMAIN PHOSPHATASE-LIKE 1 (CPL1) is a physical and functional partner of TAF15b, playing a role for FLC repression. CPL1 is a protein phosphatase that dephosphorylates the C-terminal domain (CTD) of RNA polymerase II (Pol II). Through the immunoprecipitation and mass spectrometry technique, we identified CPL1 as an interacting partner of TAF15b. Similar to taf15b, the cpl1 mutant showed a late-flowering phenotype caused by an increase in FLC levels. Additionally, the increase in cpl1 was correlated with the enrichment of phosphorylated Pol II in the FLC chromatin, as expected. We also discovered that CPL1 and TAF15b share additional common target genes through transcriptome analysis. These results suggest that TAF15b and CPL1 cooperatively repress transcription through the dephosphorylation of Pol II, especially at the FLC locus.