Practicality:
Researchers testing educational programs, for example, might need two groups of twenty children for a control and test group. If they wanted to add a third program to the mix, they would need another group of twenty children.
For many research programs, the sheer scale of the experiment and the resources required can make between subjects designs impractical. If the condition tested is rare, then finding enough subjects becomes even more difficult.