You can usually configure a VFD to accept one input for start and one for stop, using momentary switches. This causes the VFD to start and stay on (when you press the start button) until you press the stop button. That's how my lathe is set up.

I'm not familiar with this particular model but I'd be very surprised if you can't configure it to work in that latching mode. Looks as if the manual is here http://www.jinlantrade.com/ebay/invertermanual.pdf (16MB)

Pages 36 and 37 seem to show how to connect a normally closed switch (stop) in series with a normally open switch (start) and what parameters to set to achieve what you want. Dunno if anyone here has done this with these inverters or whether your switches are suitable. The manuals are sufficiently vague to make it hard to be certain what they are on about.