Recently I have discovered that I'd like to learn computer graphics programming. However to learn computer graphics programming requires quite a bit of mathematics.
Would I be able to teach myself topics such as: linear algebra, calculus, trigonometry, matrices, vector calculus etc. Just using textbooks and the internet?
I am also looking for some book recommendations which range from the very basics of mathematics, up to trigonometry, calculus and linear algebra etc.
This is a subjective question, but my subjective answer is no. The internet is relatively new, but books have been around for a long time, and they haven't made teachers obsolete yet. The human factor cannot be completely eliminated.
One of the responsibilities of my day job is to handle student placement, and I often meet with students who want to be placed beyond a course because they have read a book on the topic. I ask them a few questions about the major concepts of the course. In the vast majority of cases they can't recall the basic definitions or convey the fundamental ideas of the course, or do simple problems. This is not to denigrate them; I just think they don't accurately assess the depth of their own knowledge. We are all like that.
That that wouldn't mean you need to enroll in a school with face-to-face classes. Perhaps online courses would allow you to learn at your pace but still have interaction with an instructor.
In your comment question you seem to presuppose that "getting taught" is some passive activity that lazier people would prefer. On the contrary, taking a course involves a lot more work! Paying attention for each class, asking and answering questions, and (most importantly) doing the homework are all part of the learning process.