Can I pursue B.Pharma if I have got 12 marks in maths and the overall result is pass from CBSE board?

No, you cannot do Diploma with these marks. As with entrance exam, every institute also sees your 12th marks and they should be good. You will not get admission in a reputed institution. But you can try as you have no choice. Some private colleges can give you admission with a large amount of fees.