The scale is just an A major Scale.
The chord is an Em.

Are you sure you are playing the right chord?
Usually the chord would be a Dominant chord (V7) or in this case E7.
Also extended Dominant chords are commonly used.

Playing that set of notes over the mentioned chords gives you an E Mixolydian Mode.

Hope that answers your question. :)