Disc brake pistons won't stay in
You need to push both pistons at the same time. There are tools for doing this, but many of us use a large flat bladed screwdriver. 

You need a steady firm pressure for a few seconds to force the fuild in the lever back into the reservoir. 
Have a look at this Park Tool video - about 4:10