Please do Mechanical Engineering! It is true that your course will be male dominated but this only works in your favour for admissions and some unis will even pay you to do it
The only thing that should dictate whether you do a subject is whether you enjoy it, i.e. physics and maths.
PS. Come to Imperial College!