Green’s Dictionary of Slang

drive v.2

also drive on
[abbr. SE drive mad, drive crazy etc.]

(orig. Aus.) to infuriate.

[US]I. Wolfert Tucker’s People (1944) 31: Don’t drive on me like this!
[UK]Partridge DSUE (8th edn) 342/1: since ca. 1950.