I know that exercise can improve cardio vascular fitness level but is there any supplement / medication that can raise it?

any supplement/medication that raises your cardio rate is BAD BAD BAD.

it would stress your system unnaturally.

Stick to the sweat and huff method. Run,jog, etc.