Investigators responded to the incident around 5 a.m. in the 2600 block on Citadel Plaza Drive.
Police say multiple suspects were spotted using a forklift to steal an ATM machine from a Bank of America.
Authorities spotted the vehicle and attempted to stop the suspects, which lead to a brief chase.
According to reports, the suspects ditched the vehicle near 59 and Collingsworth, and authorities were able to arrest one man.
Investigators are searching for the other suspects.