Reddit mentions of The Human Brain: An Introduction to Its Functional Anatomy (Human Brain: An Introduction to Its Functional Anatomy (Nolt)

If you want the standard sequence of Neuroscience textbooks, there is a rough ordering of 3 common books. Each are very comprehensive and more than you would likely be able to read cover to cover, but they get more sophisticated and comprehensive as you go. The last one specifically is essentially the bible of neuroscience and you will be hard pressed to find a more comprehensive coverage of any of the topics outside a specialised textbooks or research papers.

These books will cover the general overview of neuroanatomy, physiology, pharmacology and pathology but if you want to go further in depth, there are more advanced books for each of those and dozens of other subfields.

1. Purves - Neuroscience
   
2. Bear - Neuroscience: Exploring the Brain
   
3. Kandel - Principles of Neural Science
   
   I would specifically recommend Nolte - The human brain: an introduction to its functional anatomy as an exceptional example of a specialised text. Unfortunately, I do not recall the neurpharmacology text that I used, but it was very good too. I shall look it up and get back to you! For a more general introduction to pharmacology, the standard text is Rand and Dale - Pharmacology.

It may be a bit specific/higher level than you are looking for as I used it in medical school, but I really liked Nolte's The Human Brain. It is a very readable and interesting text but may be more specific than what you are looking for (I may be able to scrounge up a pdf if you PM me)

Aside from that I also highly recommend Purves as others have. Another good one that deals with more of the brain behavior link and neuropsych side is Biological Psychology by Kalat.

Best of luck! I was a neuroscience undergrad and loved it.

Edit: look for used or one edition old if you want to buy them - will save you a lot

That depends on where you're at.

For an introductory text, we used Nolte. I hated it at the time (it's not economic with the prose... as if NA isn't enough of a headache), but in retrospect it was still pretty good and I often return to it. Also bang up Scholar for review articles (if you have access) on the functional neuroanatomy of whatever region you're interested.