Background/Objectives: Numerous studies have demonstrated the health benefits of polyphenols found in aronia fruits; however, little is known about how aronia leaf polyphenols impact colorectal cancer (CRC). This study aimed to evaluate the in vitro anti-metastatic and anti-invasive activity of crude aronia leaf extract (ACE) and purified phenolic-rich aronia leaf extract (APE) against two CRC cell lines (SW-480 and HT-29). Methods: Migration and invasion potential of ACE and APE were evaluated. Moreover, ELISA and gelatin zymography were performed to detect translational and activity changes in CRC cells after aronia extracts treatment. Results: We found that a 100 µg/mL concentration of ACE and APE almost entirely downregulated the migration and invasion of SW-480 cells, showing greater effectiveness than HT-29 cells. The observed inhibition was concentration-dependent and statistically significant. Additionally, extracts reduced the product of MMP-2 and MMP-9 gene expression at the protein level and simultaneously inhibited the activity of both MMPs. An APE at 300 µg/mL for SW-480 and 600 µg/mL for HT-29 resulted in a notable reduction in MMP-2 protein synthesis by 72% and 50%, respectively. In contrast, MMP-9 protein synthesis decreased by 48% and 59% in HT-29 cells treated with 300 µg/mL and 600 µg/mL of ACE, respectively. The levels of gelatinase activity were similar for both CRC lines, and the APE tested at a concentration of 300 µg/mL reached almost the IC50 value after 48 h of incubation. Conclusions: Based on the presented results, we provided an experimental foundation for future in vitro and in vivo studies on the potential effects and activities of aronia leaves.