Sep 19, 2014 ยท But they are also notorious for being linked to depression symptoms and mood swings; such medications are usually labelled as having the adverse effect of depression. However, research has shown contradicting results on the matter. ADHD Medication. Medication taken for attention deficit hyperactivity disorder (ADHD) can cause mood swings as well.. "/>