You should use System property instead of environment variable for this case. Edit your tomcat scripts for JAVA_OPTS and add property like:
-DAPP_MASTER_PASSWORD=foo
and in your code, write
System.getProperty("APP_MASTER_PASSWORD");
You can do this in Eclipse as well, instead of JAVA_OPTS, copy the line in VM parameters inside run configurations.