Adrien F. Arsenault (April 12, 1889 – June 28, 1941) was a lawyer and political figure on Prince Edward Island.
He was born in Egmont Bay, Prince Edward Island, the son of Étienne J. Arsenault and Philomène Pitre, and was educated at the Université Saint-Joseph.
He studied law with Albert C. Saunders and practised in the office of MacQuarrie and Arsenault at Summerside.
He was first elected to the provincial assembly in a 1922 by-election held after Aubin Edmond Arsenault was named a judge.
Arsenault served in the province's Executive Council as a minister without portfolio from 1923 to 1927 and from 1931 to 1935.