You are trying to adjust the stroke size, but the Blob Brush doesn't make a stroke. It makes filled shapes. Use the square bracket keys [ and] to alter its size instead.
The Blob Brush makes a closed path with a fill.
Using the [ and] keys to adjust the size
You can also double click the tool to bring up its options. Note that 1pt is the minimum size available