A couple days ago Nature published an article by with some ideas on getting a lab started on a budget. The article covers utilizing and bartering with core research facilities, sharing with other labs, 3D Printing, and bidding for 2nd hand items and being willing to repair them if they are defective as possible strategies to save money.
Thanks to /u/dm319 of Reddit for pointing the article out!