Elementary arsenic normally does not react with water in the absence of air. It does not react with dry air, but when it comes in contact with moist air a layer is formed. The layer has a bronze colour, and later develops a black surface.
An example of arsenic compounds that reacts strongly with water is orpiment. This is an amorphous arsenic compound. Reaction mechanism: