Abscisic acid (ABA) is widely utilized to mitigate chilling injury (CI) of fruit. However, the molecular mechanism of ABA alleviates CI in peach fruit remain unclear. Herein, 10−4 M ABA treatment significantly mitigated the CI of peach fruit by reducing relative conductivity and malondialdehyde content, while increasing proline and endogenous ABA content. Transcriptomic analysis indicated that an abundant number of differentially expressed genes were altered by ABA treatment, which primarily enriched pathways such as plant hormone signal transduction, glycerophospholipid metabolism and phenylpropanoid biosynthesis. RNA-Seq results indicate that ABA modulates the transcription of genes involved in auxin, ABA and ethylene signal transduction, as well as in cell wall degradation, antioxidant, fatty acid desaturation and proline metabolism. RT-qPCR confirmed the RNA-Seq results, ABA treatment induced the transcription of proline metabolism related genes (PpP5CR2, PpP5CS, PpP5CS1) and PpERF-CRF3. Particularly noteworthy, as a nuclear protein, PpERF-CRF3 activated the expression of PpP5CR2 and PpP5CS by directly binding to their promoters and over-expression PpERF-CRF3 increased proline content and enhanced PpP5CR2 and PpP5CS expression. Overall, these findings suggest that ABA mitigates CI in peach fruit may be by mediating these pathways, and PpERF-CRF3 potentially involves this process by stimulating the expression of genes related to proline synthesis.