How are arsenic compounds removed from drinking water?
The US Environmental Protection Agency (EPA) has a page dedicated to arsenic in drinking water.  It contains a section that suggests ways to remove it from water. 

Disclaimer: I have no idea if the arsenic removal methods on the linked page actually work.  You should consult someone trained in the science of water purification for definitive information.