Are you using an adjustable brake pedal rod? I had a similar experience with my adjustable brake rod loosing it's adjustment which resulted the same conditions you are experiencing.

Regarding the brake light. This is related to the pedal making contact with the switch (i.e. pedal dropping) I believe.