Weirdly, Oscar had first drink and duly forgot you (5)
I believe the answer is:
oddly
'weirdly' is the definition.
(I've seen this before)
I cannot understand how the remainder of the clue works.
Can you help me to learn more?
(Other definitions for oddly that I've seen before include "In a peculiar way" , "In a strange way" , "Weirdly" , "in a curious way" , "Strangely, curiously" .)