The versions you mention are complex, but BRP can be very simple.
This is the BRP core rules: Game Rules (Online SRD) – Basic Roleplaying
An it's very, very simple. Call of Cthulhu (any edition) is also a version of BRP, and it's very simple. From what Lynne Hardy says, I get the impression...