Similar to the answer from @akshay girpunje, the solution for me was in the Maven settings. Though a bit different, I needed to remove the Label from the Maven Project Configuration.

Manage Jenkins-> System Configuration-> Maven Project Configuration

I cleared the value in the "Labels" field. It was previously set to 'Master'.

After that, my builds would exit the Queue and actually build. Particularly those builds that call other build configurations