There is a parameter called JPDA_SUSPEND ((Optional) Java runtime options used when the "jpda start" command is executed. Specifies whether JVM should suspend execution immediately after startup. Default is "n".) in catalina.bat. I just set JPDA_SUSPEND to 'y'
set JPDA_SUSPEND=y
It works as expected now (i.e. waits).