Lewis-Skelly was initially shown a yellow card after dragging down Mohammed Kudus as he attempted to break in on goal.
The teenager was caught in possession on the halfway line, with Arsenal pushing for an equaliser in North London.
West Ham led thanks to a first-half strike from Jarrod Bowen.
Kudus nicked the ball off Lewis-Skelly, with Arsenal goalkeeper David Raya miles off his line.
