It appeared that most of the Optimization Toolbox functions supported with Embedded MATLAB, and quadprog is one of these upsupported functions. Since I am not interested in code generation, I figured out that I can use the following command in my function block, and it works perfectly!
coder.extrinsic('quadprog');