If water alone doesn’t cut through the grime, add some white vinegar to your water.
1 part vinegar to 1 part water and mix in a spray bottle.
Spray the solution down your artificial plant, leave it for 3-5 mins, then use a damp cloth to wipe away the solution and dust.