No.
Check the dictionary entry. What part of speech does it say for this word?
http://www.answers.com/topic/exceedingly
We wre exceedingly pleased that Rex come home.. Is exceedingly an adjective?
2 answers
No, it's an adverb because it is modifying the adjective please. :)