Officers have cordoned off Barclay's, Henfield, while the incident is investigated.
A spokesman confirmed officers were called shortly before 2am but that further information wasn't possible at this time.
This story will be updated accordingly.
COUNTY NEWS: Police investigate stolen ATM
Sussex police was called in the early hours of this morning to reports of a stolen ATM.
