If you have root, Masqed Crusader will be able to help your Android browser to load up a little faster. What this application does is that it will cache the server name cache so that there is no reloading of the same website, if you have already visited the website before. Masqed Crusader will only work with the stock browser found on the device and must be activated on startup.
For non-rooted users & rooted users:
It is well known that the stock browser is slower then many of the browser applications available on the market. Pcworld has done a great review on android browsers, to conclude that SkyFire is the fastest of them all.