Arabic Reader is fast, highly customizable. Can use external TrueType/OpenType fonts and custom backgrounds. Screen brightness can be changed during reading (slide finger up/down along the left screen edge). Supports different day/night color schemes.
You can download books manually and put them into /sdcard/Books catalog on your device.
This application is open source, you can download the source code from: