Green’s Dictionary of Slang

oiler n.2

[oil v. (2)/oil v. (3)]

1. (also oil) a heavy drinker.

[US]E. Thompson Garden of Sand (1981) 547: When Jack saw the empties already piling up by the door, he knew with Bill it was going to be the same old oil.
[US]N. McCall Makes Me Wanna Holler (1995) 87: The fellas and I called them ‘oilers’ because they drank [...] to loosen their tensions.

2. (US black) one who regularly gets involved in fights.

[US]D. Burley Orig. Hbk of Harlem Jive 19: These young studs are oilers from back.