Why doesn't the current produced due to one cell oppose the current produced by the second. In other words, at the junction C, does any current from the cell having voltage V1 branch into the loop containing the cell V2?
If $V_2 >> V_1$ this could indeed happen : current could be driven backwards through battery $V_1$. You can only find out by solving the circuit. Then if you find that $I_1 < 0$ you will know that the current is driven backwards through battery $V_1$.
Also, why do we take the potential drop across a resistor to be negative if the current through the resistor is opposite to the direction we choose the loop in? What is the theoretical explanation behind it?
A "negative potential drop" is a double negative. It is (perhaps?) ambiguous. Does this mean a potential gain, or just a potential drop?
The choice of current direction in your diagram does not matter. The correct direction will be indicated by the sign of the current (when you find out what that is). What matters is that you label potential drops and rises consistently. When current flows through a resistor from A to B, there is always a potential drop from A to B. (In this I agree with Steeven.)
The reason for this is that potential difference is related to change in potential energy. When current flows through a resistor electrical energy is dissipated as thermal energy. The electrical energy available is reduced. Therefore there is a drop in potential.
In your circuit diagram, assuming (as you have done) that current $I_1$ (which I shall call $I_{BC}$) goes from B to C through $R_1$, there is a potential drop across $R_1$ in the direction of the current - as you have indicated :
$$V_{BC}= - I_{BC} R_1$$
However, if you find that current $I_{BC} < 0$ so that it actually goes from C to B through $R_1$ then the "potential drop" which you have indicated is reversed :
$$V_{BC} = - I_{BC} R_1 = -(-I_{CB}) R_1 = + I_{CB} R_1$$
$$V_{CB} = -V_{BC} = - I_{CB} R_1$$
The last line indicates again that if we measure the PD in the same direction as the current, there is always a potential drop across the resistor.