Because you are calling that function instead of passing the function to onClick, change that line to this:
<button type="submit" onClick={() => { this.props.removeTaskFunction(todo) }}>Submit</button>
=> called Arrow Function, which was introduced in ES6, and will be supported on React 0.13.3 or upper.