*This isn’t a comprehensive list but is more than enough to get you started with visualization. Important note: You have to put what you learn in these books into practice to get better.
Some that I wrote. Some that others wrote. This is my visualization bookshelf.
The FlowingData Guide to Design, Visualization, and Statistics
Visualization that Means
Focus on the connection between data, visual encodings, and real life.