No. Drowsy is an adjective (sleepy). The adverb form is
"drowsily" (in a sleepy or fatigued manner).
Drowsy as in tired, weary, lethargic, so on.
Drowsy would be an adjective-
(She did it in a drowsy way)
Drowsily would be an adverb.
(He picked it up drowsily)